{"phase": "final", "prompt_version": "measure-v1", "spec": "a820e54fb6d94889", "study": "comparative-positioning", "type": "header"}
{"key": "78c59bf92f5128930beec770b8c272af40d0c05022b1a124ea7958b83625a187", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Trend speed is our main operator complaint, and Halvard's 0.4 s p95 latency beats Corvel's 1.9 s while costing less per site.\"}", "sample": 0, "usage": {"completion_tokens": 116, "completion_tokens_details": {"reasoning_tokens": 66}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 598}}
{"key": "6ed08c7eb580bc675dc80ed794f9e8d578413fe634cdd280fbe485e448ee5ca1", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty-plus vendor mix, cutting custom integration work.\"}", "sample": 0, "usage": {"completion_tokens": 104, "completion_tokens_details": {"reasoning_tokens": 73}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 481, "prompt_tokens": 481, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 585}}
{"key": "b8e99e94db16f8b79cc51dc0f043c5f5829a88b5687e0d20d1a5d0d2cf74d18d", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty vendors, reducing custom integration work, and the latency is better despite higher price.\"}", "sample": 0, "usage": {"completion_tokens": 109, "completion_tokens_details": {"reasoning_tokens": 71}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 593}}
{"key": "c5656b16ce7e6f50cc5ce3ff6232d2de5701f197af914f9b9c3ef6f85b2834f9", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Operators' main complaint is slow trend screens, and Corvel's 0.4 s p95 latency is far better than Halvard's 1.9 s despite the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 125, "completion_tokens_details": {"reasoning_tokens": 72}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 609}}
{"key": "76491da9e0c151e9d655e5e63c3fc16ac40e407c8205ba1f196f0bf945479981", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty vendors, and we already have a Corvel trial running.\"}", "sample": 0, "usage": {"completion_tokens": 114, "completion_tokens_details": {"reasoning_tokens": 80}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 596}}
{"key": "e5f11e35d82877feb99b76a70c8e4cd112bb166c4b70736e324180b63e18b7f4", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Its 140 native connectors far better fit our thirty-vendor plant and avoid costly custom integration work.\"}", "sample": 0, "usage": {"completion_tokens": 140, "completion_tokens_details": {"reasoning_tokens": 106}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 622}}
{"key": "5b4f0de9bd07022ad826a6827a7cd204c4cb04aaac6fb3c19d05c5671ebcfcb2", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Much faster trend queries (0.4s vs 1.9s) solve operator complaints, and it's cheaper with a trial already in place.\"}", "sample": 0, "usage": {"completion_tokens": 189, "completion_tokens_details": {"reasoning_tokens": 143}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 673}}
{"key": "0d29e3c608113dfd21b0505589217e58b0822df1e95bdb88b5adb92e3f5a1769", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Cheaper with lower latency; Corvel\u2019s extra connectors don\u2019t justify a 37% premium for our three sites.\"}", "sample": 0, "usage": {"completion_tokens": 140, "completion_tokens_details": {"reasoning_tokens": 102}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 624}}
{"key": "15378872d66188b9cd3e10bf0b22ac40e31366f80f6cc225d5e56860ee3bafdd", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Query speed is our operators' top complaint, and Corvel's 0.4 s p95 latency is dramatically better than Halvard's 1.9 s.\"}", "sample": 0, "usage": {"completion_tokens": 95, "completion_tokens_details": {"reasoning_tokens": 50}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 485, "prompt_tokens": 485, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 580}}
{"key": "6c8ee141868645daba32d85dd2c3f24d8ea6cdf8ec590e039b676eb4feff2450", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"More native connectors cuts custom integration across our thirty vendors, and latency is acceptable.\"}", "sample": 0, "usage": {"completion_tokens": 183, "completion_tokens_details": {"reasoning_tokens": 156}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 667}}
{"key": "4e0b9dabe5f5a117f557528e43f994ebec94c46e930ee4ff3ac2d94b7487eed4", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7k/site/year cheaper and has much lower query latency, while the smaller native connector list is manageable via OPC UA.\"}", "sample": 0, "usage": {"completion_tokens": 184, "completion_tokens_details": {"reasoning_tokens": 143}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 486, "prompt_tokens": 486, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 670}}
{"key": "a64a59f3a3463d63366e6d62060daf6b48c03027635476362ea308ffb814d696", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Cheaper by $35k/year across 5 sites and adequate latency/connectivity for our needs.\"}", "sample": 0, "usage": {"completion_tokens": 224, "completion_tokens_details": {"reasoning_tokens": 188}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 486, "prompt_tokens": 486, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 710}}
{"key": "1c491c004b57a7b50c3f6c8c847a7f655efc91934bec8be72f060077ce4a8efe", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 0.4 s p95 trend latency directly addresses operators\u2019 main complaint about slow trend screens, justifying the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 195, "completion_tokens_details": {"reasoning_tokens": 158}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 677}}
{"key": "d8bded41ee74eb2304a7500c6be4028ec21d94fe0a0021e19c89e2778b12fb10", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is the cheaper option that meets our needs, and I cannot justify the Corvel premium to finance without a clear business case.\"}", "sample": 0, "usage": {"completion_tokens": 235, "completion_tokens_details": {"reasoning_tokens": 197}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 719}}
{"key": "c49207243c2b448362fe4d1f0395dc1e08e8c706cdb2749f2e75893838d70656", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Faster query latency (0.4s vs 1.9s) directly addresses operators' main complaint about slow trend screens, and it's cheaper.\"}", "sample": 0, "usage": {"completion_tokens": 255, "completion_tokens_details": {"reasoning_tokens": 208}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 485, "prompt_tokens": 485, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 740}}
{"key": "ae5a21f6c709a7ed71973f10183c658ce3cb9c55d42d924b396b630d4d61e4f9", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel\u2019s broader native connector coverage still fits our vendor mix best, but I\u2019d trial both to validate vendor-measured latency and integration claims before signing.\"}", "sample": 0, "usage": {"completion_tokens": 129, "completion_tokens_details": {"reasoning_tokens": 79}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 253, "prompt_tokens": 637, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 766}}
{"key": "989ca37571153d661b2267082e93c32b48070e3890135c663747ecc856f30f1b", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Speed for operator trend queries is the deciding factor and Halvard wins clearly at lower cost; nothing new has changed that.\", \"trial\": \"Halvard Historian\"}\n\nWhat is your reasoning?", "sample": 0, "usage": {"completion_tokens": 186, "completion_tokens_details": {"reasoning_tokens": 132}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 273, "prompt_tokens": 657, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 843}}
{"key": "db874f73411914b5b7a66b5f2a2924f560ccb64dc5eaa3c80f79383c0474fb42", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Latency and price still favour Halvard, and validating it hands-on on our own tags before signing is low-risk since the trial licence is already running.\"}", "sample": 0, "usage": {"completion_tokens": 121, "completion_tokens_details": {"reasoning_tokens": 65}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 271, "prompt_tokens": 655, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 776}}
{"key": "6df9594e0a82181c2e4ab2368e7c93bd9e4deb0f1d1f37c43b7de6b3d4948222", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Connector coverage across thirty vendors still outweighs the latency gap, and nothing new has changed that.\"}", "sample": 0, "usage": {"completion_tokens": 170, "completion_tokens_details": {"reasoning_tokens": 136}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 257, "prompt_tokens": 641, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 811}}
{"key": "b5749fccae66c9e6c9396dc5de15a808ce779aad6e485685af6b4b27c03f8b66", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"140 native connectors minimize custom integration work across our 30+ vendor mix, and 1.9s latency is acceptable.\"}", "sample": 0, "usage": {"completion_tokens": 600, "completion_tokens_details": {"reasoning_tokens": 561}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 481, "prompt_tokens": 481, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 1081}}
{"key": "eb7374d4d2acbe4446d6707c54db5cb1d929b34af04ba24c93ca28ac14bb1730", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel's broader native connectivity and lower latency still outweigh the price gap, but I would trial both in our plants before signing.\"}", "sample": 0, "usage": {"completion_tokens": 187, "completion_tokens_details": {"reasoning_tokens": 145}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 263, "prompt_tokens": 647, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 834}}
{"key": "71e7dc096a12f97a5ba78b06abf5fd95b435f8d1a170d16cce1f3e252e92e5be", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Halvard Historian\", \"why\": \"Halvard is cheaper, but with no hands-on evidence I need a trial before finance signs off.\"}", "sample": 0, "usage": {"completion_tokens": 173, "completion_tokens_details": {"reasoning_tokens": 128}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 263, "prompt_tokens": 647, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 820}}
{"key": "577efdaeb87befb986fd8a51179de6477e1377ea07e1722c78195fc4e90ded89", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still cheaper with better latency; use the remaining trial to validate fit before signing.\"}", "sample": 0, "usage": {"completion_tokens": 322, "completion_tokens_details": {"reasoning_tokens": 286}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 263, "prompt_tokens": 647, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 969}}
{"key": "cd989cbcbe3dc9091a0fbd5e877984dcbf327a476271423d79978679b699023a", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still $35k/year cheaper across five sites and much faster; trial to confirm OPC UA covers our remaining systems before signing.\"}", "sample": 0, "usage": {"completion_tokens": 335, "completion_tokens_details": {"reasoning_tokens": 289}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 268, "prompt_tokens": 652, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 987}}
{"key": "f5beaaea1c1347851efd0ac0ddb707dd879a542f6ad382356acaec81d0c5d024", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Operators' top complaint is slow trends and vendor-measured latency still favours Corvel by 5x, so I'd pilot Corvel Stream on our real tags before signing rather than re-test Halvard, whose slow screens we already know.\"}", "sample": 0, "usage": {"completion_tokens": 329, "completion_tokens_details": {"reasoning_tokens": 255}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 278, "prompt_tokens": 662, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 991}}
{"key": "a215549623a767ad0454190c74e63b2d67b7454ec60230ee6fb3ff2eb4f21206", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Native connector coverage is decisive for our thirty vendors; trial both to confirm latency and integration.\"}", "sample": 0, "usage": {"completion_tokens": 363, "completion_tokens_details": {"reasoning_tokens": 329}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 252, "prompt_tokens": 636, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 999}}
{"key": "7265de857a64003319e8601a300be4089d5456d4429de995c00658705620393f", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"I need hands-on evidence that Corvel's faster queries justify $21k more per year, and a side-by-side trial is the only way to defend either choice to finance.\"}", "sample": 0, "usage": {"completion_tokens": 298, "completion_tokens_details": {"reasoning_tokens": 245}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 263, "prompt_tokens": 647, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 945}}
{"key": "4a9c1268e4615bb5a9f61ee94b8433832f1c19094fa6f6959d00b22dd316d889", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Connector coverage still favors Corvel, but I'd trial both to validate real-world latency and integration effort before signing.\"}", "sample": 0, "usage": {"completion_tokens": 128, "completion_tokens_details": {"reasoning_tokens": 83}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 261, "prompt_tokens": 645, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 773}}
{"key": "f99a736aae26d1bd16f263c8e1d185df68aecc7830dfd02dfe6d076d5ede982a", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Its much lower trend latency targets our operators\u2019 main complaint, but I\u2019d verify that vendor-measured figure in a hands-on trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 376, "completion_tokens_details": {"reasoning_tokens": 327}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 260, "prompt_tokens": 644, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1020}}
{"key": "0ef46c7c1a6f76d9962b9a69988ec4f7c1305de3aa6bc8ef38d6ca784c6e6fb7", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"The independent test confirms Corvel's connector breadth and latency edge; a hands-on trial of both will verify real coverage of our vendor mix before committing to the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 185, "completion_tokens_details": {"reasoning_tokens": 135}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 239, "prompt_tokens": 751, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 936}}
{"key": "56be615af64dfbbb82b701a4f4a9cef8f6d903c76d8b22cdfd2c0a7afefad3a2", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms the same numbers, and 140 native connectors cut integration work across our thirty vendors; a hands-on trial on our own tags is the remaining step before signing.\"}", "sample": 0, "usage": {"completion_tokens": 110, "completion_tokens_details": {"reasoning_tokens": 57}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 377, "prompt_tokens": 761, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 871}}
{"key": "a81b2d6ecb0a5fa24b17fba3266763cc0c22220f62c25b6ff3e8281c7deb3d74", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Its broader native connector coverage and lower latency justify the premium, and our existing trial can validate it before signing.\"}", "sample": 0, "usage": {"completion_tokens": 523, "completion_tokens_details": {"reasoning_tokens": 483}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 257, "prompt_tokens": 641, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1164}}
{"key": "b2b82532ef8fda16f8859c20cf5377b796caf68579e688e12569bf54d1a468d2", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard's 4x faster trends at lower price; my main risk is connector coverage, so I'd validate it hands-on on our own tag base before signing.\"}", "sample": 0, "usage": {"completion_tokens": 154, "completion_tokens_details": {"reasoning_tokens": 92}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 385, "prompt_tokens": 769, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 923}}
{"key": "353e73165c2b1d06e05fcd78469a278ad8545eb196854d321bb2ae05f6d19ddd", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Connector coverage across our thirty vendors still outweighs a latency edge; a hands-on trial should confirm 1.9 s is fine and the connectors actually work.\"}", "sample": 0, "usage": {"completion_tokens": 242, "completion_tokens_details": {"reasoning_tokens": 186}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 371, "prompt_tokens": 755, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 997}}
{"key": "9cdfc5c3f7b9f95b9ab42ad3a8a99570a0ff98e7fb1e20c532411e6b00adfd52", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Operators' trend-screen speed is the top complaint and Corvel's latency lead is decisive; nothing new has changed that.\",\"trial\":\"Both\",\"why\":\"Vendor-measured latency is the whole basis for the decision, so I'd prove it on our tags, network and ad-hoc queries against Halvard before signing.\"}", "sample": 0, "usage": {"completion_tokens": 474, "completion_tokens_details": {"reasoning_tokens": 396}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 271, "prompt_tokens": 655, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1129}}
{"key": "fd81e843e6df50ff434faca147f1dcb6d2e95a9de2963cbe96387c59988ab51c", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Halvard's latency claim is what solves our operators' complaint and it costs less; I'd validate 0.4s on our own tags before signing, since I already know Corvel from the trial.\"}", "sample": 0, "usage": {"completion_tokens": 467, "completion_tokens_details": {"reasoning_tokens": 400}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 273, "prompt_tokens": 657, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1124}}
{"key": "3fc3d3efb513c667b0a9d3da9e42c3964cd4dfbd9a01a387ad06a5d6ef80a69f", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Corvel Stream\", \"why\": \"Independent lab confirms Halvard's 0.4 s trend latency at lower cost, which is squarely our operators' pain point; a short Corvel trial will tell us whether its 140 native connectors would save us integration effort at our two sites.\"}", "sample": 0, "usage": {"completion_tokens": 361, "completion_tokens_details": {"reasoning_tokens": 287}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 387, "prompt_tokens": 771, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1132}}
{"key": "871460d0a7862cd575c6f2db9b704e879d1069c9c463acb41d8d20059f7c5758", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent tests confirm it's faster and $7k/site/year cheaper, so I'd pick it but trial it hands-on first to verify its 46 connectors actually cover our five sites' PLCs.\"}", "sample": 0, "usage": {"completion_tokens": 133, "completion_tokens_details": {"reasoning_tokens": 72}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 382, "prompt_tokens": 766, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 899}}
{"key": "0791e49d7a94e7052c06560e487cd99f3de8d48afcff87a64453d053ea5c0413", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard's latency lead at $7k/site less; existing trial shows OPC UA covers our odd PLCs.\"}", "sample": 0, "usage": {"completion_tokens": 169, "completion_tokens_details": {"reasoning_tokens": 121}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 377, "prompt_tokens": 761, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 930}}
{"key": "21869ce85dabd5b9729ac34e14876dc39f01933cd9f7091c3c91d144c582d12a", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent testing confirms Corvel's 0.4 s latency is real, so it's the right fix for our operators' trend-speed complaint \u2014 but I'd still trial it on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 156, "completion_tokens_details": {"reasoning_tokens": 91}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 392, "prompt_tokens": 776, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 932}}
{"key": "2a0cdd47167a0eb0f9a9c9e62784ff70e3becb0216b8ea713d452fc52b80e076", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Halvard's own number (1.9 s) is still slower than Corvel's 0.4 s, and Corvel covers far more of our vendor mix; I'd benchmark both on our tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 139, "completion_tokens_details": {"reasoning_tokens": 78}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 192, "prompt_tokens": 704, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 843}}
{"key": "0a142eb038ef9563983c2fa7c33435cb65c253050dd70d966741f543fc39278f", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Independent lab confirms the numbers; the 140 native connectors still cut the most integration work across our thirty vendors, and 1.9 s trends are workable.\"}", "sample": 0, "usage": {"completion_tokens": 233, "completion_tokens_details": {"reasoning_tokens": 186}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 375, "prompt_tokens": 759, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 992}}
{"key": "0f39af4504d4c31befd0542c3dc65a2173f7772b10b3ae5bf981a0c286a456d0", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Latency is the deciding factor, but both numbers are vendor-measured on reference hardware, so I need to benchmark both on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 190, "completion_tokens_details": {"reasoning_tokens": 136}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 338, "prompt_tokens": 722, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 912}}
{"key": "9dd2b4737192139a7c45a6523e11268bf5263715633ef707e721b88852e93f6d", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing confirms the 7x latency advantage that directly fixes operators\u2019 main complaint, so the premium is justified; a hands-on trial on our own tags would confirm it before signing.\"}", "sample": 0, "usage": {"completion_tokens": 155, "completion_tokens_details": {"reasoning_tokens": 100}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 374, "prompt_tokens": 758, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 913}}
{"key": "8350ec68f232779397b95d1557a8ff04dcd3843f90d47ac6bd6358a258d66693", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms the 0.4 s latency advantage that directly fixes our operators' main complaint, and I can validate it hands-on with our expiring trial licence.\"}", "sample": 0, "usage": {"completion_tokens": 161, "completion_tokens_details": {"reasoning_tokens": 109}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 385, "prompt_tokens": 769, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 930}}
{"key": "b028cbfb2a8a8a95c4c4bb07817fe46b641ac8475e784bcc9450e7bb0b3bee87", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Halvard's own number (1.9 s) is worse than Corvel's 0.4 s, so its argument backfires; Corvel's 140 native connectors matter most across our thirty vendors, but I'd trial both on our hardware to confirm connectors and latency before signing.\"}", "sample": 0, "usage": {"completion_tokens": 238, "completion_tokens_details": {"reasoning_tokens": 163}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 330, "prompt_tokens": 714, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 952}}
{"key": "a1331049ce8f0e43a8af0d0e41757c2f491558e74e96a73cb7f20ef2677a04a6", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Connector breadth still dominates our integration burden across thirty vendors; the independent numbers match vendor claims, so I'd trial both to confirm Corvel's edge cases and Halvard's latency in our plant.\"}", "sample": 0, "usage": {"completion_tokens": 272, "completion_tokens_details": {"reasoning_tokens": 216}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 238, "prompt_tokens": 750, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1022}}
{"key": "a33d7223d8ffa6f8225b647d04067176bc18ba84f2e26ad592c366413b75be00", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent lab confirms Halvard's 0.4s latency beats Corvel's 1.9s, fixing operators' main complaint at lower cost; I'd hands-on trial Halvard since Corvel is already trialled.\"}", "sample": 0, "usage": {"completion_tokens": 172, "completion_tokens_details": {"reasoning_tokens": 101}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 387, "prompt_tokens": 771, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 943}}
{"key": "139ecabe35ae46fca1a449342f9938d014a2be52fc358713aa2d9bb685495a32", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms acceptable latency at $35k/year less; trial to verify our connector needs.\"}", "sample": 0, "usage": {"completion_tokens": 559, "completion_tokens_details": {"reasoning_tokens": 515}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 377, "prompt_tokens": 761, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1320}}
{"key": "0a2292b2e94bdb6a52b67cb338944531934098a2ceeb0ce3242702c5cc753ca8", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Halvard's latency claim needs checking on our hardware, and I need to count how many of our thirty vendors fall outside its 46 connectors before trading integration work for speed.\"}", "sample": 0, "usage": {"completion_tokens": 260, "completion_tokens_details": {"reasoning_tokens": 203}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 324, "prompt_tokens": 708, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 968}}
{"key": "f7531c2c3e4fee23e882a7ef2068d5c79b6aebfa1618439f6eb35fe3dbcd27c2", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Corvel Stream\",\"why\":\"The independent lab confirms both vendors' numbers but nothing that overturns Halvard meeting our needs at $7k/site/year less; I'd still put Corvel on a free hands-on trial to see whether 0.4 s versus 1.9 s actually changes anything for our operators before I go back to finance.\"}", "sample": 0, "usage": {"completion_tokens": 382, "completion_tokens_details": {"reasoning_tokens": 297}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 377, "prompt_tokens": 761, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1143}}
{"key": "b5893b099f283d2ba9120295f75364da511340a251a26aa354c5329c534568ff", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Independent results match vendor claims, so connector breadth for our thirty vendors outweighs the $7k premium, but I'd trial both to confirm coverage.\"}", "sample": 0, "usage": {"completion_tokens": 281, "completion_tokens_details": {"reasoning_tokens": 235}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 371, "prompt_tokens": 755, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1036}}
{"key": "9c062dc62ba15f8d9a037be8cc2862a521ffe9ed6a52e7ed63b1ec295ced877f", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Latency is the operator complaint, so I want both measured on our own tags and hardware, not reference specs.\"}", "sample": 0, "usage": {"completion_tokens": 263, "completion_tokens_details": {"reasoning_tokens": 218}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 340, "prompt_tokens": 724, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 987}}
{"key": "58a806393a0d0718b2cd97109623ac6f131168b3b39e3e2a78f8b41224c33e10", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"It is cheaper and faster; I would validate the 0.4 s claim on our hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 229, "completion_tokens_details": {"reasoning_tokens": 187}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 330, "prompt_tokens": 714, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 943}}
{"key": "5aa55c778e4ec75746ac1eb608bc8e24ce54044c123d2af81fa566328d63c88f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -3}", "sample": 0, "usage": {"completion_tokens": 323, "completion_tokens_details": {"reasoning_tokens": 266}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 294, "prompt_tokens": 678, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1001}}
{"key": "ae4d1ff9d2acae22dc1f02ba320fcaf7b0eb706cdd620723cc77a628ddc4368e", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Halvard's own figure is still 1.9 s, and our existing Corvel trial lets me verify the 0.4 s claim on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 223, "completion_tokens_details": {"reasoning_tokens": 169}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 338, "prompt_tokens": 722, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 945}}
{"key": "110bc6418f0a0a3ce28a76f3136fd109ae3a9d893c430778d86835badb5ee3f8", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Halvard's own point cuts against it: Corvel is 0.4 s versus 1.9 s, and its 140 connectors cover far more of our thirty vendors.\"}", "sample": 0, "usage": {"completion_tokens": 152, "completion_tokens_details": {"reasoning_tokens": 97}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 324, "prompt_tokens": 708, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 860}}
{"key": "e80ed060047eb5fa26e3fb6f01206c6dfa70bea5db9b462436eb0b279a04f53f", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Latency is vendor-measured on their own reference hardware, so I need to test both on my tags before trading 140 connectors for speed.\"}", "sample": 0, "usage": {"completion_tokens": 201, "completion_tokens_details": {"reasoning_tokens": 149}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 328, "prompt_tokens": 712, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 913}}
{"key": "32ce6a6fce75f568b2668542b945d11105c31ff563a7a6dfd84897a2c52f510a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":35,\"weight_connector_coverage\":15,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":15,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 240, "completion_tokens_details": {"reasoning_tokens": 194}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 919}}
{"key": "ef1cd94b3178de11ff06bd1e1d95ad4cdd009ba8aa67e707ca205fd8e70e256a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":40,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 309, "completion_tokens_details": {"reasoning_tokens": 262}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 990}}
{"key": "01eb1a99f46e727e68ec168c3be0d061730e4c88d29be13e3118f25dbfca0981", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Corvel's 0.4 s p95 directly addresses our operators' slow-trend complaint, but I would verify it on our own tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 311, "completion_tokens_details": {"reasoning_tokens": 254}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 345, "prompt_tokens": 729, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1040}}
{"key": "9edaa53609cfe4a28e2e68f9ac30a224e4c8f4d30558ed25e45b5fab519dbfff", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Halvard Historian\", \"why\": \"Latency is the deciding factor but both figures are vendor-measured; I want Halvard's 0.4 s verified on my own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 307, "completion_tokens_details": {"reasoning_tokens": 249}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 340, "prompt_tokens": 724, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1031}}
{"key": "5ef550febca3e9f8f760562a1a4b14b415bc3616f09c151423a26813a1af6c91", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Validate Halvard's latency on our own tags and confirm OPC UA connector coverage before committing, while using the remaining Corvel trial for comparison.\"}", "sample": 0, "usage": {"completion_tokens": 449, "completion_tokens_details": {"reasoning_tokens": 403}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 335, "prompt_tokens": 719, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1168}}
{"key": "5ec3ab940bdc06ff36116977c406b73cd491a0bb76333f5bf0bf1fbeca018ed8", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Vendor-measured latency is not proof on our tags and hardware; trial both before justifying any premium to finance.\"}", "sample": 0, "usage": {"completion_tokens": 208, "completion_tokens_details": {"reasoning_tokens": 167}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 330, "prompt_tokens": 714, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 922}}
{"key": "a915402a143b0b6d05d3b1409b5a055df0b04fa1aef919c62c0f60715878c0b4", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 25, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 335, "completion_tokens_details": {"reasoning_tokens": 278}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1016}}
{"key": "2d8ca9d90cec227088792ada81217cab4dae3f3623bcaed451feda39fdfaa73b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":45,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 337, "completion_tokens_details": {"reasoning_tokens": 290}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1016}}
{"key": "3d22e4d4d9847d8bba8ff30be1a79577e61880b34e55762c5454c93d4352f2ec", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Need to measure 1.9 s vs 0.4 s on our own tags and hardware before finance accepts either price.\"}", "sample": 0, "usage": {"completion_tokens": 350, "completion_tokens_details": {"reasoning_tokens": 302}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 330, "prompt_tokens": 714, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1064}}
{"key": "b43ba9b6f1992540b4f077b20f32c5a4c3aeb1d03bc8a7dc7d3929ab052f9a38", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -3, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 117, "completion_tokens_details": {"reasoning_tokens": 52}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 423, "prompt_tokens": 1063, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1180}}
{"key": "eb703e547f7407dd738dde120b5169addf94f8ca8c36504adb1d234786ac5bce", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel\u2019s 0.4 s p95 still directly addresses the operators\u2019 main complaint, but I would validate both on our own plant data before signing.\"}", "sample": 0, "usage": {"completion_tokens": 540, "completion_tokens_details": {"reasoning_tokens": 491}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 327, "prompt_tokens": 711, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1251}}
{"key": "909b9b9b6047d07af0272ec82c5506f8dda836f66b03bdca0e3f0a05421081a8", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 20, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 361, "completion_tokens_details": {"reasoning_tokens": 304}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1042}}
{"key": "b467e922123871a77b13136566c791b517679bbbae93afc0209193ce854d9ca3", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Need hands-on proof of Halvard's latency and Corvel's connector coverage before committing.\"}", "sample": 0, "usage": {"completion_tokens": 455, "completion_tokens_details": {"reasoning_tokens": 420}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 191, "prompt_tokens": 703, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1158}}
{"key": "3be8414b951fd4cb25c32503c315771cce6be0ccfa3947340bdd63a7541df06d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":40,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 165, "completion_tokens_details": {"reasoning_tokens": 112}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 416, "prompt_tokens": 1056, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1221}}
{"key": "270057591e8ec683337de4da780ff6919f4def426a3acbb137ce5a17edc9adf1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":35,\"weight_connector_coverage\":15,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":15,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 177, "completion_tokens_details": {"reasoning_tokens": 125}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 413, "prompt_tokens": 1053, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1230}}
{"key": "b75ea4eb5ac3b5ed518ba12da16791b7377d56b3ef508ff3b0a1b6c481376d0b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -3, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 101, "completion_tokens_details": {"reasoning_tokens": 36}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 537, "prompt_tokens": 1177, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1278}}
{"key": "746d22f691ed8f5ff68ab3c55a9b06a291ea28dcfe9614cc0095e7c90fcd3b03", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 25, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 196, "completion_tokens_details": {"reasoning_tokens": 131}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1262}}
{"key": "d20bc3cd62e88b672b9bd9c2ed8c73d5dbc4e3df42e0f65c00158c1ac18d441d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 305, "completion_tokens_details": {"reasoning_tokens": 248}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 984}}
{"key": "76686ee54020617ad53a6f0becc3df43c38c8dcc526e5e89d644169d5f92acfe", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 268, "completion_tokens_details": {"reasoning_tokens": 222}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 950}}
{"key": "39c4c798c157042f2056e49a6c114330996f9747472945f73c0798467190625f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 338, "completion_tokens_details": {"reasoning_tokens": 291}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1020}}
{"key": "fa96a9254f18a909ab16eca50468181d8fa56db9344c2f3057273b1cc526904f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 344, "completion_tokens_details": {"reasoning_tokens": 287}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1025}}
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{"key": "b82d1307284fbfd8aeb7fbb0bbe27467487f5b716aa84e5706e31632671b3ba6", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still cheaper and faster; trial to validate OPC UA coverage before signing.\"}", "sample": 0, "usage": {"completion_tokens": 281, "completion_tokens_details": {"reasoning_tokens": 246}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 254, "prompt_tokens": 638, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 919}}
{"key": "617fada564b8cb9e10d876c43cf561c0893cee61a67d9868dae629f0b14aea29", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $14k cheaper per year for two sites, and its latency and connectors are adequate for our needs.\"}", "sample": 0, "usage": {"completion_tokens": 351, "completion_tokens_details": {"reasoning_tokens": 316}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 485, "prompt_tokens": 485, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 836}}
{"key": "13d63354eacea81550e4cbe3ebf7f4d462873abba1495b38b8493774dd11d50c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 44, \"weight_price\": 19, \"weight_support_and_uptime\": 10, \"weight_other\": 9, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 355, "completion_tokens_details": {"reasoning_tokens": 290}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 490, "prompt_tokens": 1130, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1485}}
{"key": "bc4912e087e63efe23201387d65729ec49fd5f62309c9c9a7582c7a4c131d6b9", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Much faster trend queries directly address our operators\u2019 main complaint, worth the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 130, "completion_tokens_details": {"reasoning_tokens": 102}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 481, "prompt_tokens": 481, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 611}}
{"key": "fcb52b3b89e76ad8a25fa98996b145ec559e3b61218b526f4967554fa2e76adf", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"Halvard's speed and price fit our main pain point, but vendor-measured latency and our mixed PLC/SCADA estate need hands-on validation.\"}", "sample": 0, "usage": {"completion_tokens": 246, "completion_tokens_details": {"reasoning_tokens": 193}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 250, "prompt_tokens": 634, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 880}}
{"key": "0db91dcaccfc428b2dd0b88e7ca6d283aeb377d7abb472cb307460a04fcb1cae", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 22, \"weight_price\": 30, \"weight_support_and_uptime\": 20, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 199, "completion_tokens_details": {"reasoning_tokens": 134}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 495, "prompt_tokens": 1135, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1334}}
{"key": "8ecf69d4d7d6efc2eb0cd738d9a9aff2a61d2f17a84dd92642fdadceaf643b5f", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cut integration work across our thirty vendor systems, and the faster queries justify the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 114, "completion_tokens_details": {"reasoning_tokens": 80}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 598}}
{"key": "610a016b563b70b5522ec1f75558f67735b62f67757b1fde2af61d1aa97fd936", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 18, \"weight_price\": 33, \"weight_support_and_uptime\": 16, \"weight_other\": 15, \"relative_preference\": 1, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 186, "completion_tokens_details": {"reasoning_tokens": 121}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 542, "prompt_tokens": 1182, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1368}}
{"key": "7326393068062bdbcb04932b5b25ae02c9c94a4eea7a0d31cc4fdd527ad93025", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 242, "completion_tokens_details": {"reasoning_tokens": 177}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 491, "prompt_tokens": 1131, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1373}}
{"key": "446eedc93ccb521601b1821ff7859ae053cfcffe25dc68f89825d92583597bca", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Cheaper by $7k/year with adequate latency and connectors, so finance can justify it.\"}", "sample": 0, "usage": {"completion_tokens": 154, "completion_tokens_details": {"reasoning_tokens": 120}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 638}}
{"key": "0818676815958b642ba04f89d197ccd4c827fef0a55855c3cd9d86217934e98f", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Lower annual cost and better query latency, with enough native connectors for our single plant.\"}", "sample": 0, "usage": {"completion_tokens": 205, "completion_tokens_details": {"reasoning_tokens": 176}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 689}}
{"key": "065876761f2266471056e089a6f20e7325f84ad2828c20361d4ae406fb2ce8d2", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard is cheaper and faster; trial it to check OPC UA covers our connectors.\"}", "sample": 0, "usage": {"completion_tokens": 84, "completion_tokens_details": {"reasoning_tokens": 43}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 240, "prompt_tokens": 752, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 836}}
{"key": "888b95085a68bb208740d9796154711d0624a1a38c0740bc3e8f5a49f6a19c52", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":40,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 153, "completion_tokens_details": {"reasoning_tokens": 100}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 530, "prompt_tokens": 1170, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1323}}
{"key": "b4c3cdd8c5cd55926df59dec4799474ad59e1cb4ccc6f84216f0c577194624cc", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"140 native connectors cut custom integration across our 30 vendors, and 1.9 s p95 is acceptable.\"}", "sample": 0, "usage": {"completion_tokens": 299, "completion_tokens_details": {"reasoning_tokens": 262}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 783}}
{"key": "cbe0ebcd80360da95bdcc134fe296e92dbcc871fe7b815a9a4116fbc740bee15", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 25, \"weight_connector_coverage\": 18, \"weight_price\": 32, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 306, "completion_tokens_details": {"reasoning_tokens": 241}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1439}}
{"key": "dbc6bc467634fdcd25838a8d3f2b1b00fc2c48bba0eeba353ea282e45f97004d", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Corvel's 0.4s p95 latency directly addresses operators' main complaint about slow trend screens, unlike Halvard's 1.9s.\"}", "sample": 0, "usage": {"completion_tokens": 300, "completion_tokens_details": {"reasoning_tokens": 254}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 783}}
{"key": "2a771c629bccc7af9fc9f08a2085fce0ca5afaa298321afd4148154319fd0733", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Faster queries (0.4s vs 1.9s) directly fix operator complaints, lower cost, and trial already in place.\"}", "sample": 0, "usage": {"completion_tokens": 402, "completion_tokens_details": {"reasoning_tokens": 358}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 885}}
{"key": "bf7ad8042f406c744b6faf56ac0d4607f7ca4eddb761c19117cd121e1fd0845b", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms 5x faster trends at lower price; trial to verify our PLCs are among its 46 connectors.\"}", "sample": 0, "usage": {"completion_tokens": 152, "completion_tokens_details": {"reasoning_tokens": 102}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 236, "prompt_tokens": 748, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 900}}
{"key": "edf40a893c86577bec90359b877a56fd71de2562952869bd94a93aaffc56fb57", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"It is $7,000 per year cheaper and has faster queries, with OPC UA covering any connectors we lack.\"}", "sample": 0, "usage": {"completion_tokens": 109, "completion_tokens_details": {"reasoning_tokens": 70}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 591}}
{"key": "d07116ee505a20a97a78dfdd08066e3de85f7226b965812889f1ccb7402cf4c0", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors reduce custom integration across our many vendor systems, and faster queries justify the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 160, "completion_tokens_details": {"reasoning_tokens": 127}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 644}}
{"key": "d86f0c75ef32b450a6423b3a4f65926dca7cf18f04d89deb3386efa1ea394a9b", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"More native connectors for our thirty PLC/SCADA vendors, reducing integration work.\"}", "sample": 0, "usage": {"completion_tokens": 315, "completion_tokens_details": {"reasoning_tokens": 285}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 799}}
{"key": "007b0efbcf79c9f6530567be1c51de06a4574ab254665568ac790a66b9482b9a", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still cheaper and faster; trial Halvard to validate connectors before signing.\"}", "sample": 0, "usage": {"completion_tokens": 175, "completion_tokens_details": {"reasoning_tokens": 141}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 254, "prompt_tokens": 638, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 813}}
{"key": "7b22b6961e3dd99049aa4591936348a83b168008d299b6ab130aaa79c01449ec", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Still cheaper and faster, but I'll verify the latency claim on our own tags and check connector coverage.\"}", "sample": 0, "usage": {"completion_tokens": 208, "completion_tokens_details": {"reasoning_tokens": 170}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 193, "prompt_tokens": 705, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 913}}
{"key": "ac9111196d9415c0dc6a0182f23630f1815eddcd1a235d9f517ce5bb33c33bff", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":22,\"weight_connector_coverage\":36,\"weight_price\":18,\"weight_support_and_uptime\":14,\"weight_other\":10,\"relative_preference\":-1,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 144, "completion_tokens_details": {"reasoning_tokens": 91}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 483, "prompt_tokens": 1123, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1267}}
{"key": "9706b4f80595a4b026a9da881ae519447949006cc96c294a052a7328f5608b50", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"It meets our historian needs at $7,000 less per site, and finance will not approve Corvel's higher price without a clear operational reason.\"}", "sample": 0, "usage": {"completion_tokens": 79, "completion_tokens_details": {"reasoning_tokens": 34}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 561}}
{"key": "b960d7718a1b0d9e21f5b77460363652a87e6b19c5d6a3573d2f3c20fcb60fdd", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Budget pressure favors the cheaper option; the latency gap is a nice-to-have, not a proven need.\"}", "sample": 0, "usage": {"completion_tokens": 258, "completion_tokens_details": {"reasoning_tokens": 222}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 259, "prompt_tokens": 643, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 901}}
{"key": "9e313f8673cd030d61c50db9416c8fee0273aa28215d4961993d698b6f642f89", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Still the lower-cost option, but I would trial both hands-on to confirm Halvard's latency and connectors are adequate before committing.\"}", "sample": 0, "usage": {"completion_tokens": 501, "completion_tokens_details": {"reasoning_tokens": 458}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 261, "prompt_tokens": 645, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1146}}
{"key": "f7e4e1b77fc50e89bc956a5a2cd41fc68ec18752169e585ee64d6e1a776e0128", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 18, \"weight_price\": 32, \"weight_support_and_uptime\": 15, \"weight_other\": 15, \"relative_preference\": 1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 366, "completion_tokens_details": {"reasoning_tokens": 301}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 495, "prompt_tokens": 1135, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1501}}
{"key": "dc712151bf08a38c92b6f66a8380d4a1f4fca64d2879d5a0ad7c4892657cf557", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Nothing changed: it is $7,000 a year cheaper with better latency, and 46 native connectors plus OPC UA should cover a single site coming off a legacy historian.\", \"trial\": \"Halvard Historian\"}", "sample": 0, "usage": {"completion_tokens": 140, "completion_tokens_details": {"reasoning_tokens": 80}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 262, "prompt_tokens": 646, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 786}}
{"key": "b0455ed64caa15e051114e7ed5414551db41d61a8291fbb1afbdbe36b58110e8", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Nothing changed; Corvel's broader native connector coverage still reduces integration risk across our thirty vendor systems, and I'd validate it hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 416, "completion_tokens_details": {"reasoning_tokens": 368}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 259, "prompt_tokens": 643, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1059}}
{"key": "5e750abd6010888c2f5372f7a40406324b2245bd11fe53294c61fe9d0acecf59", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Connector coverage still dominates; finish validating the existing Corvel trial before it expires.\"}", "sample": 0, "usage": {"completion_tokens": 285, "completion_tokens_details": {"reasoning_tokens": 245}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 262, "prompt_tokens": 646, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 931}}
{"key": "e9d20ce929bddced333c51206db8f55739ad471499afa3b373982c1cef0e7d33", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Much faster trend queries at lower price, addressing operators' main complaint.\"}", "sample": 0, "usage": {"completion_tokens": 79, "completion_tokens_details": {"reasoning_tokens": 53}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 558}}
{"key": "4347e15d4726a66fc8f09e09b7379bf6751b27196cb6b5c6ca0590efac3904a4", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Latency is our main pain point; validate both in a hands-on pilot before signing.\"}", "sample": 0, "usage": {"completion_tokens": 527, "completion_tokens_details": {"reasoning_tokens": 493}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 250, "prompt_tokens": 634, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1161}}
{"key": "9f85cc1893ce0a134a70c71b5b6b5c98a6acfcc3b754b0a1e2e9a75fc18b0366", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent testing confirms its faster queries and lower price, so I would trial it to validate our connectors before signing.\"}", "sample": 0, "usage": {"completion_tokens": 213, "completion_tokens_details": {"reasoning_tokens": 171}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 240, "prompt_tokens": 752, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 965}}
{"key": "280d7e45767194459db08fe9c365d89cb543092830f48c66ca73bd59ad7cbca3", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard's 1.9 s latency is adequate for our trends and saves $7k; trial it before signing.\"}", "sample": 0, "usage": {"completion_tokens": 175, "completion_tokens_details": {"reasoning_tokens": 122}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 932}}
{"key": "ecb5183575584daad0eb19ba35a9c0d476c87f78e070b53a7aa43fa56ae05c25", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Operators' main complaint is slow trends, and 0.4 s vs 1.9 s p95 directly fixes that; the extra cost per site is worth it for shift-long ad-hoc querying.\"}", "sample": 0, "usage": {"completion_tokens": 153, "completion_tokens_details": {"reasoning_tokens": 96}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 632}}
{"key": "1ed99bb31813c2690f8960ade722621b280fb0f7c580fd18e8e9b8faedf3d70e", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent tests confirm Halvard matches every vendor claim, and it is $7,000 cheaper with faster queries; the extra connectors don't justify the premium.\"}", "sample": 0, "usage": {"completion_tokens": 115, "completion_tokens_details": {"reasoning_tokens": 59}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 376, "prompt_tokens": 760, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 875}}
{"key": "88a17393820122dd512cc473231aef118d84c80c815a22482e66b798aeddf2e3", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"It is the lower-cost option and a hands-on trial can confirm it meets our needs before finance signs off.\"}", "sample": 0, "usage": {"completion_tokens": 230, "completion_tokens_details": {"reasoning_tokens": 183}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 268, "prompt_tokens": 652, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 882}}
{"key": "1eebea3b7b6a7cfdcbfed9b0aa29d50d8dd4475d1ebf71594ae77deaa76aee62", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test matches vendor claims and Halvard is still $14k cheaper for two sites; I will trial Halvard hands-on to confirm 1.9 s latency and 46 connectors are enough for our tags and systems.\"}", "sample": 0, "usage": {"completion_tokens": 196, "completion_tokens_details": {"reasoning_tokens": 131}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 375, "prompt_tokens": 759, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 955}}
{"key": "5a602f502a5991e0ea286526b66d337a5f49daf29bd92c3a23291cd02d9dd16d", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"The connector coverage and query latency still outweigh the price gap, but I would trial Corvel in our plant before signing.\"}", "sample": 0, "usage": {"completion_tokens": 451, "completion_tokens_details": {"reasoning_tokens": 409}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 258, "prompt_tokens": 642, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1093}}
{"key": "5229376d94f778e9e528bf38789260b05be00062896156f27acc4cc55a435ab7", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Vendor-measured latency vs connector breadth tradeoff is decisive but untested on our own tags and ad-hoc operator queries.\"}", "sample": 0, "usage": {"completion_tokens": 455, "completion_tokens_details": {"reasoning_tokens": 407}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 268, "prompt_tokens": 652, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1107}}
{"key": "72c6304c1503aacbc33fede514588f385c8ad40f30fa31c86215e802ae9f0ce9", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":20,\"weight_price\":35,\"weight_support_and_uptime\":20,\"weight_other\":10,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 313, "completion_tokens_details": {"reasoning_tokens": 267}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 995}}
{"key": "d482fdeb01aa7af5cd80418140b2d68cfa198529162e9f5e158159d708863e02", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Still the clear winner on query speed, the operators' main pain point, at a lower price.\",\"trial\":\"Both\"}", "sample": 0, "usage": {"completion_tokens": 113, "completion_tokens_details": {"reasoning_tokens": 76}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 246, "prompt_tokens": 630, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 743}}
{"key": "bd1e7f9a29d6ac505abbc88eeed7e7174e25cae9c690ddd0fc62ad86d02c5ec0", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"The independent test confirms both latency and connector counts, so I'd trial Corvel specifically to verify its connectors actually cover my thirty-odd PLC and SCADA vendors before signing.\"}", "sample": 0, "usage": {"completion_tokens": 204, "completion_tokens_details": {"reasoning_tokens": 151}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 961}}
{"key": "61761743b6773b3c17ae91e586dac1b7b904742e4f21d739fdef48e39a09c821", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Its much lower query latency directly targets operators' main complaint, but I would trial it to confirm the vendor-measured speed before signing.\"}", "sample": 0, "usage": {"completion_tokens": 537, "completion_tokens_details": {"reasoning_tokens": 486}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 270, "prompt_tokens": 654, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1191}}
{"key": "877cfb4727e15b159289a47b6d57f4110ed8fb845ad12df810df0161808b421c", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing confirms the 0.4 s latency that addresses operator complaints; trial to validate with our actual tags and shift workflows.\"}", "sample": 0, "usage": {"completion_tokens": 164, "completion_tokens_details": {"reasoning_tokens": 120}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 236, "prompt_tokens": 748, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 912}}
{"key": "f77b2ad401f9151cf70476883314238f6558ccbaae68d490db03df22b3c64877", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Connector breadth still wins for our many vendors, and I would trial Corvel since Halvard was already trialed.\"}", "sample": 0, "usage": {"completion_tokens": 518, "completion_tokens_details": {"reasoning_tokens": 471}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 255, "prompt_tokens": 639, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1157}}
{"key": "a1d671b5a7820db95c90bbb4fb8c99a4d3e50df33223136cd1ad364c2b6b910a", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Faster trends and lower cost address operator complaints; trial will confirm latency on our hardware.\"}", "sample": 0, "usage": {"completion_tokens": 606, "completion_tokens_details": {"reasoning_tokens": 563}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 189, "prompt_tokens": 701, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1307}}
{"key": "aeaae5b2fdfa01fe4387b7ec9d9e8d7588eaa32b093de44458ecda9bb81dfd40", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Independent test just confirms vendor figures; connector breadth still wins on integration cost, but I want both trialed against my actual 30-vendor fleet before signing.\"}", "sample": 0, "usage": {"completion_tokens": 354, "completion_tokens_details": {"reasoning_tokens": 301}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 376, "prompt_tokens": 760, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1114}}
{"key": "9c810cd565f01f3a2b97c9884b07c978acd7794d9bbe048c04b0fc940248e359", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Cheaper and claims better latency, but 0.4 s is vendor-measured on reference hardware, so I'd trial Halvard on our own tags before signing; I already know Corvel from the trial licence.\"}", "sample": 0, "usage": {"completion_tokens": 232, "completion_tokens_details": {"reasoning_tokens": 167}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 193, "prompt_tokens": 705, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 937}}
{"key": "18908476d9b1949f81ff3126b4ce0f06abe0a9095a37e6573dac2423440df98d", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Still favor Corvel for the trend speed my operators need, but vendor-measured latency needs validating on our own tags \u2014 Halvard stays as the cheaper fallback.\"}", "sample": 0, "usage": {"completion_tokens": 206, "completion_tokens_details": {"reasoning_tokens": 151}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 277, "prompt_tokens": 661, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 867}}
{"key": "04967daef84d8ee2d20f18a5cc0333fce2f13f03bd6f8e33f8e1125ef21554e1", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent lab confirms Halvard's faster trends at lower price; I'd trial it on our own tags to confirm before signing.\"}", "sample": 0, "usage": {"completion_tokens": 153, "completion_tokens_details": {"reasoning_tokens": 108}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 360, "prompt_tokens": 744, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 897}}
{"key": "4fc5b5e4b8aaaf4a83cedffd285dc62bd83f4e01670f5545a22bf85f5a3b9b7f", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Halvard's own message makes latency the decisive issue; I need to measure 1.9 s vs 0.4 s on our tags before finance accepts a $7k premium.\"}", "sample": 0, "usage": {"completion_tokens": 258, "completion_tokens_details": {"reasoning_tokens": 198}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 326, "prompt_tokens": 710, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 968}}
{"key": "7ebb28acdefab4e6820c0b042bba79905976627d64196d95c12fc3b6941d04ca", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard's 5x faster trends\u2014the exact operator pain point\u2014at lower price; existing trial lets me validate on our own tags.\"}", "sample": 0, "usage": {"completion_tokens": 194, "completion_tokens_details": {"reasoning_tokens": 137}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 382, "prompt_tokens": 766, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 960}}
{"key": "538cc3df2a7a775f1f31beda62820a4ba9bd46481aeb2b731a84697228a260bb", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent results confirm the latency and connector claims, so the 140 connectors are worth validating hands-on against our thirty vendor systems before signing.\"}", "sample": 0, "usage": {"completion_tokens": 156, "completion_tokens_details": {"reasoning_tokens": 111}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 372, "prompt_tokens": 756, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 912}}
{"key": "ba1209c78b65d2af5bfc562ca6555ea48ea5cb212e25c917ef309e144a8ea058", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"The message only restates its existing latency edge; it is still $7,000 a year cheaper with OPC UA covering our gaps.\", \"trial\": \"Halvard Historian\", \"why\": \"I want the 0.4 s figure proven on our tags and our hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 178, "completion_tokens_details": {"reasoning_tokens": 102}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 329, "prompt_tokens": 713, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 891}}
{"key": "14d1eb8363acaa6b60b1f6f34c641d6ebd88317e991311f8d810edfe22695e69", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent lab confirms Corvel's 5x faster trend queries, which is exactly our operators' pain point; I'd trial Corvel on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 113, "completion_tokens_details": {"reasoning_tokens": 56}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 384, "prompt_tokens": 768, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 881}}
{"key": "fc9556ade666b4f8a158c87aded6beb88bd464d0a6f6daa15cbe4e13e277555e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":20,\"weight_price\":35,\"weight_support_and_uptime\":20,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 140, "completion_tokens_details": {"reasoning_tokens": 88}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 416, "prompt_tokens": 1056, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1196}}
{"key": "bdd9912220344aebefcf0f142f6bfa79ea792678ed79c2563602e0b08f34172e", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Halvard's point is fair; I'll benchmark both on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 35, "completion_tokens_details": {"reasoning_tokens": 0}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 189, "prompt_tokens": 701, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 736}}
{"key": "168ea15c402d3dad3f47ce786d175904a743d188fe68862bbe0e8a61bcb78d7a", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Latency at 1.9 s is still usable, but 140 native connectors versus 46 matters more when thirty vendor systems must connect, so I will benchmark both latency claims on our own hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 324, "completion_tokens_details": {"reasoning_tokens": 265}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 326, "prompt_tokens": 710, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1034}}
{"key": "fddf1ad9d22426f541a7c0b46998c900d258889f20dbcfc1caf3bb239a77ed8a", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"The independent test confirms both vendors' numbers, but 1.9 s still meets our trend-query needs at $7,000 less per site, so I'd validate the cheaper one head-to-head on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 416, "completion_tokens_details": {"reasoning_tokens": 346}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 382, "prompt_tokens": 766, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1182}}
{"key": "8222ce89baab3dfe88ac1a87c1e32d30e04b44db25301af5869db70b475e4dce", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent test confirms the 0.4 s latency that fixes our operators' main complaint, so I'd validate Corvel on our own site data before signing.\"}", "sample": 0, "usage": {"completion_tokens": 130, "completion_tokens_details": {"reasoning_tokens": 75}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 391, "prompt_tokens": 775, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 905}}
{"key": "19ba6d68bfed57d4c14e5ba407150d75520e5e1355f58edc46caae6f9eb48998", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Halvard's latency warning makes hands-on comparison on our own tags necessary before justifying either cost.\"}", "sample": 0, "usage": {"completion_tokens": 344, "completion_tokens_details": {"reasoning_tokens": 308}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 328, "prompt_tokens": 712, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1056}}
{"key": "4e9e39dfdea2a27ea4757bb9d58291fe6129c18bb2d725476a4805ea37cfe5ff", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":45,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":5,\"weight_other\":10,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 279, "completion_tokens_details": {"reasoning_tokens": 233}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 294, "prompt_tokens": 678, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 957}}
{"key": "a72f66278bd2109dccdd62baf7db1ee3988d28ff4b4130cbd977f31d9b3405d3", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent numbers just confirm both claims; 140 native connectors is worth $7k and 1.5 s to me, and I already know Halvard from our trial.\"}", "sample": 0, "usage": {"completion_tokens": 331, "completion_tokens_details": {"reasoning_tokens": 273}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 241, "prompt_tokens": 753, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1084}}
{"key": "a031292a1f6bf49f24a6aa8be6ef5fdf8dd4ddb21f54b93288e77f4a1a8d5e99", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 20, \"weight_other\": 10, \"relative_preference\": 1}", "sample": 0, "usage": {"completion_tokens": 261, "completion_tokens_details": {"reasoning_tokens": 204}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 942}}
{"key": "ede75b4424d9a058562c5b281058039f5365eb7875c65f587e7b549a155d2140", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":20,\"weight_price\":35,\"weight_support_and_uptime\":20,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 207, "completion_tokens_details": {"reasoning_tokens": 155}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 530, "prompt_tokens": 1170, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1377}}
{"key": "66613bcb793dc99c5a84ded81b22f5112eed1a63304b594a87f5b744543f303e", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Our bottleneck is 30 vendors; 140 native connectors beat a faster chart, and 1.9 s p95 is workable.\" , \"trial\": \"Both\", \"why\": \"Vendor-measured latency on reference hardware proves little; I'll benchmark both on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 344, "completion_tokens_details": {"reasoning_tokens": 267}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 329, "prompt_tokens": 713, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1057}}
{"key": "88cba14a559029ff496fdffead3e0541b591922e7af387d332a2a060b52283d0", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Latency claim favors Halvard, but I'd verify 0.4 s on our own tags and compare connector coverage before signing.\"}", "sample": 0, "usage": {"completion_tokens": 249, "completion_tokens_details": {"reasoning_tokens": 205}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 313, "prompt_tokens": 697, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 946}}
{"key": "95230bee0f68daf44fa1eaa59d0c4a45cc2bf60326a1d84d186e0ba3e018a2fe", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Corvel's 0.4 s still beats 1.9 s on the metric operators feel, but both are vendor-measured, so validate on our own tags and hardware.\"}", "sample": 0, "usage": {"completion_tokens": 252, "completion_tokens_details": {"reasoning_tokens": 193}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 337, "prompt_tokens": 721, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 973}}
{"key": "bb5889d0d00915bfb8d8b37f6a6731c42defd7d3c65570966f361a708f0ed7f5", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 321, "completion_tokens_details": {"reasoning_tokens": 264}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1000}}
{"key": "84ae8bd176864bf0ac4bd320ef0a0a45742315a1599d3a6fea22d1a874f0910e", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel's 140 native connectors and faster 0.4 s latency better fit our multi-vendor site, but I would hands-on trial both to verify vendor claims.\"}", "sample": 0, "usage": {"completion_tokens": 266, "completion_tokens_details": {"reasoning_tokens": 215}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 325, "prompt_tokens": 709, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 975}}
{"key": "0d3d3b131cb0760c79b0f3ad6e12f6f574472366effa701525d04313d2f927b7", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 15, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 443, "completion_tokens_details": {"reasoning_tokens": 386}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1124}}
{"key": "a501616dfce467d6079da98c4af084f17dc832d72d175ab47c4d3b92295368c8", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 15, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 285, "completion_tokens_details": {"reasoning_tokens": 228}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 966}}
{"key": "0dbc891e133447857b5d40acc15e77adb06c20ed9a8bf9a49f6094060db9153c", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Halvard's note just restates its own 1.9 s figure \u2014 still nearly 5x Corvel's \u2014 but it's fair that these are vendor-measured, so I'd validate both on my own tags and network before signing.\"}", "sample": 0, "usage": {"completion_tokens": 205, "completion_tokens_details": {"reasoning_tokens": 133}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 344, "prompt_tokens": 728, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 933}}
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{"key": "3e294ef5f21c45becfc3f0936c8a70b1c3799f1521dbae19bb3bb1b6ca735956", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Independent data confirms connector coverage is the deciding factor for our 30+ vendors, and 1.9 s is still fine for trend queries; trial both against our actual vendor list before signing.\"}", "sample": 0, "usage": {"completion_tokens": 297, "completion_tokens_details": {"reasoning_tokens": 237}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1054}}
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{"key": "e7f7feea107fbcbb0868211bd9f302274118de92ca85e314b8437fe036211472", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Its much faster trend queries directly address operator complaints, at lower cost, with OPC UA covering non-native systems.\"}", "sample": 0, "usage": {"completion_tokens": 166, "completion_tokens_details": {"reasoning_tokens": 131}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 646}}
{"key": "5748408ed6cb2ad44fbe17228a0f619a55f4a1cef62cb99848b38517d3dfd9a6", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Still the cheaper option that meets stated needs; trial it hands-on before signing since Corvel's premium is not justified.\"}", "sample": 0, "usage": {"completion_tokens": 228, "completion_tokens_details": {"reasoning_tokens": 179}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 267, "prompt_tokens": 651, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 879}}
{"key": "8c9e13e14920952fbb01bc1835796b0c4a4d7a58aafdea7265810f0480194410", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"0.4s vs 1.9s p95 directly fixes operators' main complaint about slow trend screens\"}", "sample": 0, "usage": {"completion_tokens": 213, "completion_tokens_details": {"reasoning_tokens": 177}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 693}}
{"key": "e903b3c6e4d9af340c78a81588514ec6deabeec5d05f626f1721d68aa0fbba31", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Latency claim matters but 1.9s vs 0.4s needs verifying on our hardware, and I must confirm real connector coverage across our 30+ vendors.\"}", "sample": 0, "usage": {"completion_tokens": 127, "completion_tokens_details": {"reasoning_tokens": 69}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 326, "prompt_tokens": 710, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 837}}
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{"key": "9a9ba07e285004d2ddc98a2ce960d848e1d8bf6e00b2943c6d6e260a38b67914", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Native connectors cover all 30 vendors, avoiding custom integration work.\"}", "sample": 0, "usage": {"completion_tokens": 379, "completion_tokens_details": {"reasoning_tokens": 352}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 859}}
{"key": "f46e51eff8c804c12e7b17e9f0edd0455910f03476de722b1a3ba873fa1deaec", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Nothing changed: 140 native connectors against our ~30 vendors still beats a $7k/site saving that we'd spend on integration work; we've already had hands-on time with Stream.\"}", "sample": 0, "usage": {"completion_tokens": 213, "completion_tokens_details": {"reasoning_tokens": 160}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 272, "prompt_tokens": 656, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 869}}
{"key": "30d7df8869b4fc3e340e98ceb381b21289026a8b54d745102295f94090703c20", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Cheaper per site and lower query latency; OPC UA can cover the few systems not natively connected.\"}", "sample": 0, "usage": {"completion_tokens": 138, "completion_tokens_details": {"reasoning_tokens": 104}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 618}}
{"key": "daa061bbdd845a36438d493728b1c9c8619e53e0606abc511619bc0ecbef8293", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still the cheaper option that covers our needs; I\u2019d trial it to validate migration and OPC UA connectivity before signing.\"}", "sample": 0, "usage": {"completion_tokens": 128, "completion_tokens_details": {"reasoning_tokens": 83}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 260, "prompt_tokens": 644, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 772}}
{"key": "30a3c866091aa123258c77076c4b045ba733bfb0c06c9b001a4117fba234ddd8", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Independent numbers confirm the trade-off, but covering thirty vendors with native connectors still outweighs speed and price, so I'd validate both on our own equipment before signing.\"}", "sample": 0, "usage": {"completion_tokens": 204, "completion_tokens_details": {"reasoning_tokens": 155}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 375, "prompt_tokens": 759, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 963}}
{"key": "cc1f08ecefc0bc9068b600a8b83e3e15eb04ec4cf7ee9b4db6bc3e9a80079a73", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"No new evidence changes the latency and cost advantage; validate Halvard\u2019s trend performance in our plants before signing.\"}", "sample": 0, "usage": {"completion_tokens": 725, "completion_tokens_details": {"reasoning_tokens": 682}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 265, "prompt_tokens": 649, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1374}}
{"key": "6d5b35e7c135c01526955f701b64fc7fd56cab99a5f514dc0644e6346cd8f007", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"No new information; Corvel still covers our vendor mix and is faster, so validate it hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 908, "completion_tokens_details": {"reasoning_tokens": 867}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 256, "prompt_tokens": 640, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1548}}
{"key": "2e16912bef5775bb8f52fe713045ddcff9f8890088bae76470f51e9c42bdb135", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Latency fixes the main operator complaint at lower cost, but the connector gap warrants hands-on verification of both before signing.\"}", "sample": 0, "usage": {"completion_tokens": 219, "completion_tokens_details": {"reasoning_tokens": 178}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 256, "prompt_tokens": 640, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 859}}
{"key": "4ed2b0e083eb463115265c0da05f8224dcef8b00936ac4431c695bc300b8b146", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Vendor-measured latency isn't proof; 1.9s may be fine and saves $35k/yr across 5 sites, so trial both before signing\"}", "sample": 0, "usage": {"completion_tokens": 209, "completion_tokens_details": {"reasoning_tokens": 153}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 257, "prompt_tokens": 641, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 850}}
{"key": "e1789c5937238fb97282fc9c8834da3547bc70d05e6f18d8d2f0be2e345a1574", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Connector breadth still wins over the price gap, but I'd trial Corvel to verify its native coverage against our thirty-vendor mix and confirm the 0.4 s latency on real tags.\"}", "sample": 0, "usage": {"completion_tokens": 146, "completion_tokens_details": {"reasoning_tokens": 88}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 260, "prompt_tokens": 644, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 790}}
{"key": "15e29102c6d81d1d201df70a669b128dd19e87b0baa2e2e8fbcd6b8ed88efc8b", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent data confirms vendor claims, so Halvard's 1.9s latency and 46 connectors remain adequate, and $21k/yr across three sites is easier to defend; I'd trial Halvard to confirm before signing.\"}", "sample": 0, "usage": {"completion_tokens": 260, "completion_tokens_details": {"reasoning_tokens": 189}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 381, "prompt_tokens": 765, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1025}}
{"key": "1efe2318eb6d58e6831e7062e4c45150ccfb6ff08ca012add3654630275039b1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 247, "completion_tokens_details": {"reasoning_tokens": 190}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 928}}
{"key": "e4244be78fe6c7575f4bb284dde9754643b0ee2d4e440db0228df837ee8e7ab7", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent results match the vendor claims, so Halvard still meets our needs for $7k less per site; I\u2019d trial it to confirm 1.9 s queries are acceptable to operators.\"}", "sample": 0, "usage": {"completion_tokens": 129, "completion_tokens_details": {"reasoning_tokens": 69}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 374, "prompt_tokens": 758, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 887}}
{"key": "0568c1ccc1b6784300a623ebc8d744be6372a2c3fae6e654b91bd3fa2cace00b", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard's speed and $7k/site/year saving; 46 connectors plus OPC UA should cover two sites, so a hands-on trial to verify connectivity.\"}", "sample": 0, "usage": {"completion_tokens": 172, "completion_tokens_details": {"reasoning_tokens": 115}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 375, "prompt_tokens": 759, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 931}}
{"key": "fa2f5476782b993f493d39dc9cba514e8c414774e205b41c8901f90b311da927", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It meets our historian needs at $7k less per site annually, and I cannot justify Corvel's premium without a proven latency or connector requirement.\"}", "sample": 0, "usage": {"completion_tokens": 226, "completion_tokens_details": {"reasoning_tokens": 184}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 706}}
{"key": "a1439d55132e1903d7e45417e6f93786aaceb4589160207c4d08abf26bf20fa9", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Neither\", \"why\": \"Independent results match the vendor figures: Corvel's 140 connectors cover our thirty-vendor mix and it's twice as fast, so the higher price is offset by avoided integration work.\"}", "sample": 0, "usage": {"completion_tokens": 268, "completion_tokens_details": {"reasoning_tokens": 210}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 386, "prompt_tokens": 770, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1038}}
{"key": "adc4e5da90255bf52ad35f4fabcdf90f354a654c0d0e3f9c3f8ec27b19253105", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Halvard is cheaper and faster on paper, but I need a hands-on trial of both to see whether Corvel's 140 native connectors actually save integration work on our mixed PLC/SCADA/MES estate before I ask finance for the premium.\"}", "sample": 0, "usage": {"completion_tokens": 220, "completion_tokens_details": {"reasoning_tokens": 153}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 255, "prompt_tokens": 639, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 859}}
{"key": "550434cb382aae9a35db6285ecf511949b38ceb5bacf76f3dc5e71e68f14e41c", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent testing confirms Halvard\u2019s much faster trend queries at lower cost, so I\u2019d trial it before signing.\"}", "sample": 0, "usage": {"completion_tokens": 166, "completion_tokens_details": {"reasoning_tokens": 122}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 379, "prompt_tokens": 763, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 929}}
{"key": "bf6580a460dc3ff2cebce8ee998bfb68b3b6a5a7c085a546e79f0378727a4900", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing confirms the latency and connector figures, and with thirty vendors the 140 native connectors save integration work worth far more than $7k, so I'd trial Corvel mainly to validate connector coverage against our actual installed base.\"}", "sample": 0, "usage": {"completion_tokens": 160, "completion_tokens_details": {"reasoning_tokens": 96}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 374, "prompt_tokens": 758, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 918}}
{"key": "f05c47644799c8ed821a2bcccf30525a8f0d4de38a1d7f40ec935d790e8b08dc", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Halvard's latency claim is worth testing against our own tag structure before trading away Corvel's 140 connectors.\"}", "sample": 0, "usage": {"completion_tokens": 217, "completion_tokens_details": {"reasoning_tokens": 177}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 328, "prompt_tokens": 712, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 929}}
{"key": "1aba81c085874b10155b873c1f850d7b956411d51488798380749f8aeadd0529", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Independent testing confirms Corvel's 0.4 s trends, which fixes our main operator complaint, but I would still trial both on our own tags before committing to the price premium.\"}", "sample": 0, "usage": {"completion_tokens": 381, "completion_tokens_details": {"reasoning_tokens": 328}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 241, "prompt_tokens": 753, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1134}}
{"key": "17ade5c83be8a11430c4cb35c805da57c3883848e1dba21ab7ae1ca96b805648", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent test confirms Corvel's 140 connectors and 0.4 s latency; coverage of 30 vendors outweighs $7k/site premium.\"}", "sample": 0, "usage": {"completion_tokens": 231, "completion_tokens_details": {"reasoning_tokens": 177}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 242, "prompt_tokens": 754, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 985}}
{"key": "35a3edb0f89489decde3aad2d378115c4605865f39e92de1e43f7c0628377ed3", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Independent test confirms the 4-5x latency edge that addresses our operators' main complaint; 140 native connectors also cut integration work\"},{\"trial\": \"Corvel Stream\", \"why\": \"Validate the 0.4s trend performance on our real tag mix and query patterns before signing across 5 sites\"}", "sample": 0, "usage": {"completion_tokens": 167, "completion_tokens_details": {"reasoning_tokens": 89}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 371, "prompt_tokens": 755, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 922}}
{"key": "d1161b0da60e4e5713bd59a5cfdf142d17cd20f5324aaa0107a2dd759f1f6e6a", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Connector breadth is the real cost driver; trial to confirm its 140 connectors actually cover my 30 vendors.\"}", "sample": 0, "usage": {"completion_tokens": 400, "completion_tokens_details": {"reasoning_tokens": 354}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 248, "prompt_tokens": 632, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1032}}
{"key": "2cabf38a1c8d0fd7d37435683f2d0c30dd512dcf21c2078308eda926682bc6d0", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Independent test confirms Halvard's far lower latency and price; trial both to check connector fit and operator screens.\"}", "sample": 0, "usage": {"completion_tokens": 153, "completion_tokens_details": {"reasoning_tokens": 114}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 242, "prompt_tokens": 754, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 907}}
{"key": "31a0a959ffaa3265283dd7268e5149ddfb918b901ba03f934f06dc54badef487", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Nothing has changed, and the cheaper option still covers our needs without a justification finance would accept for the premium.\",\"trial\":\"Halvard Historian\"}", "sample": 0, "usage": {"completion_tokens": 126, "completion_tokens_details": {"reasoning_tokens": 84}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 263, "prompt_tokens": 647, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 773}}
{"key": "78aa196e24d5a966fa4862b613cc40d478aadd881f448252e76b0355da87912a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 362, "completion_tokens_details": {"reasoning_tokens": 297}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1428}}
{"key": "cb78dff06a95c1a95bf904231bdc662d159173cbc029f27db7007835149832df", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Halvard's own pitch makes latency the deciding factor, but 1.9 s vs 0.4 s is vendor-measured on reference hardware, so I need both on my own tags before I can justify either price to finance.\"}", "sample": 0, "usage": {"completion_tokens": 316, "completion_tokens_details": {"reasoning_tokens": 245}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 334, "prompt_tokens": 718, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1034}}
{"key": "22aa379752f52d3ae0bcee3ec810d59e1680e0adaa17cb21d5e3fe3b17e6a07f", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Halvard's own number (1.9 s) is nearly five times slower than Corvel's 0.4 s, so latency favours Corvel anyway, and its 140 native connectors still matter more than price for our thirty-vendor mix; I'd trial Corvel on our hardware to confirm.\"}", "sample": 0, "usage": {"completion_tokens": 159, "completion_tokens_details": {"reasoning_tokens": 73}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 339, "prompt_tokens": 723, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 882}}
{"key": "0c5bd7e45b210e62126a963baf0fab85b37fbc153cbc4cc89516c4277d69aab9", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms it's faster and $7k/site cheaper; trial it to prove OPC UA covers our remaining systems.\"}", "sample": 0, "usage": {"completion_tokens": 143, "completion_tokens_details": {"reasoning_tokens": 97}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 241, "prompt_tokens": 753, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 896}}
{"key": "64e34f7099b45d3542fb782a273ad640d85f505573884bd63fc234704262ffce", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Cheaper and lower latency; native connectors sufficient for our needs.\"}", "sample": 0, "usage": {"completion_tokens": 1969, "completion_tokens_details": {"reasoning_tokens": 1941}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 2451}}
{"key": "4f8a7a2a3712bcee23732889c5f47ab3ecb180341d617d807732b112dba6956b", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Latency matters to operators, but I need hands-on trials on our tags and hardware to see whether Corvel\u2019s speed is worth the extra cost.\"}", "sample": 0, "usage": {"completion_tokens": 309, "completion_tokens_details": {"reasoning_tokens": 261}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 327, "prompt_tokens": 711, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1020}}
{"key": "d0d10c6b57b3b3f725db3d87e4a8ef709241d16ee7a01c20fee1b71d746f1122", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Halvard's own figure (1.9 s) is still nearly five times Corvel's, so Corvel remains the better answer to our operators' complaint; I would verify both vendors' latency claims on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 194, "completion_tokens_details": {"reasoning_tokens": 130}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 194, "prompt_tokens": 706, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 900}}
{"key": "e61227c0a7889251844234f0cd2309d5b4bca75227437f10fe87dd250f19293a", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"The message adds no new facts and Halvard is still cheaper and faster, but I want the 0.4 s claim proven on our own tags and hardware before finance signs.\"}", "sample": 0, "usage": {"completion_tokens": 437, "completion_tokens_details": {"reasoning_tokens": 381}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 328, "prompt_tokens": 712, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1149}}
{"key": "9467fc9ba612c82f21026015beba6ec84d3b88ba24676734d28c610bbb32166b", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Halvard's latency point matters, but its 46 connectors versus 140 could create integration work, so I would trial both on our tags and hardware.\"}", "sample": 0, "usage": {"completion_tokens": 177, "completion_tokens_details": {"reasoning_tokens": 129}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 327, "prompt_tokens": 711, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 888}}
{"key": "270a7f131c0b312b584b0959c6dd0fdca5c48501f4ac38591bfab41d4ffc15b7", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Latency is the deciding metric, but vendor-measured p95 on reference hardware needs verifying on our own tags and network before committing 5 sites.\"}", "sample": 0, "usage": {"completion_tokens": 174, "completion_tokens_details": {"reasoning_tokens": 126}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 195, "prompt_tokens": 707, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 881}}
{"key": "9b6ff0a038996ef75d25acdc0534d1c6a30aff7d7b3a140273e000c4109ae6fd", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Latency is our deciding criterion and Halvard\u2019s number is strongest, but 'reference hardware' claims need proving on our own site alongside the Corvel trial data.\"}", "sample": 0, "usage": {"completion_tokens": 250, "completion_tokens_details": {"reasoning_tokens": 199}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 332, "prompt_tokens": 716, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 966}}
{"key": "cc640f6fe4cd255e4fa918da3aafc2a6a41f1518701e1060debd65bf3bc8be07", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Halvard's own number is still ~5x slower, but their point stands \u2014 I want both vendors to prove p95 latency on our tags and network before signing\"}", "sample": 0, "usage": {"completion_tokens": 189, "completion_tokens_details": {"reasoning_tokens": 135}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 324, "prompt_tokens": 708, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 897}}
{"key": "53c6a48142a5f554d1154bf7001576e759190cb4d41d56082ff2d78159750e70", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent testing confirms Halvard's figures are real, so the $14k/yr savings across two sites stand; I'd trial Halvard to confirm 1.9 s latency and its 46 connectors cover our PLCs before signing.\"}", "sample": 0, "usage": {"completion_tokens": 223, "completion_tokens_details": {"reasoning_tokens": 156}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 377, "prompt_tokens": 761, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 984}}
{"key": "ffd39076945962ff06c4fc894e6f500924f2681334e7aa405c5f862aa58c7e36", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":40,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 355, "completion_tokens_details": {"reasoning_tokens": 308}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1035}}
{"key": "5ef7076870b220906ce86833f7a8882e3d30b8da1768cba1044f840381e9cfd5", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 12, \"weight_other\": 8, \"relative_preference\": -2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 264, "completion_tokens_details": {"reasoning_tokens": 199}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1444}}
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{"key": "10c5f42e16c833092998a8c453f6b95e77e784e279e566b3d85920046461b3fd", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 25, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": -1, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 353, "completion_tokens_details": {"reasoning_tokens": 288}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 489, "prompt_tokens": 1129, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1482}}
{"key": "7909d71a1f6e0a57281c332214e8b8211fb505eeb6e23a3fe1db208765bb82b8", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 25, \"weight_connector_coverage\": 20, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 374, "completion_tokens_details": {"reasoning_tokens": 309}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 538, "prompt_tokens": 1178, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1552}}
{"key": "3d9232985d591e5605fd293029e66be80ce79533e64447a196a5681595d59788", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Its 140 native connectors best fit our thirty-vendor mix and cut custom integration work, with faster queries justifying the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 114, "completion_tokens_details": {"reasoning_tokens": 74}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 598}}
{"key": "65392455ff3447ac8f21b806a264823a86747bf52ff3a1d983d3bfa5039761a5", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"The independent test confirms Halvard is both faster and $7,000 per site cheaper; a hands-on trial will verify its 46 connectors cover all five sites before I sign.\"}", "sample": 0, "usage": {"completion_tokens": 190, "completion_tokens_details": {"reasoning_tokens": 129}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 382, "prompt_tokens": 766, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 956}}
{"key": "4b9f9042634afba63f26d4e39fc3ad0aace0831e25a5b8a2831a4103d2ba4b4c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":42,\"weight_price\":13,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 193, "completion_tokens_details": {"reasoning_tokens": 140}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 479, "prompt_tokens": 1119, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1312}}
{"key": "3647febb9e11b7e1dabb521049c700b80232fd27f1369cb9a39746e1e45bb0b9", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Independent numbers confirm Corvel's 4x faster trends, which was our core complaint, but I'd trial both with real operators to see if Halvard's 1.9 s is good enough to save $14k a year.\"}", "sample": 0, "usage": {"completion_tokens": 406, "completion_tokens_details": {"reasoning_tokens": 342}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1163}}
{"key": "46435992943f828dff9562cec823bc7a06bf2d5e8e4b570f2984ca56d2f0f5e4", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Latency is our decisive criterion, so I want the 0.4 s claim proven on our own tags against Corvel before signing.\"}", "sample": 0, "usage": {"completion_tokens": 159, "completion_tokens_details": {"reasoning_tokens": 114}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 315, "prompt_tokens": 699, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 858}}
{"key": "e1050ffad2fa80312addca7ee35e9ac19817078459d81563f014318db2702120", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7k cheaper per site and has lower query latency; 46 native connectors should cover our needs, and finance will not justify Corvel's premium.\"}", "sample": 0, "usage": {"completion_tokens": 191, "completion_tokens_details": {"reasoning_tokens": 146}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 674}}
{"key": "7ac96ad555d10164e868fc38a27ddb842968747c04b2b01c4eabd3ea89237265", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Operators' main complaint is slow trends, and Halvard's 0.4s p95 is far better than Corvel's 1.9s, at $7k less per site; 46 native connectors plus OPC UA covers our three sites.\"}", "sample": 0, "usage": {"completion_tokens": 116, "completion_tokens_details": {"reasoning_tokens": 47}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 595}}
{"key": "281b4d66ebccc55af2801204da8f827c9ab59ea290e4851989c5a3c29696252e", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Cheaper option already in trial; no new evidence justifies Corvel's premium.\"}", "sample": 0, "usage": {"completion_tokens": 615, "completion_tokens_details": {"reasoning_tokens": 579}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 257, "prompt_tokens": 641, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1256}}
{"key": "89495b8bc2c85f3c0c4f4c2963d79cd218bbe836ebda508c57a972eec9c65924", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Latency is the operators\u2019 key issue, but I\u2019d verify both vendors\u2019 measured claims against our own trend queries before signing.\"}", "sample": 0, "usage": {"completion_tokens": 547, "completion_tokens_details": {"reasoning_tokens": 504}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 262, "prompt_tokens": 646, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1193}}
{"key": "5cc33545d35352a40116f36c4cff658767e7f0671d0c99a30668e073d84262bc", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Neither\",\"why\":\"Corvel's much broader native connector coverage reduces integration risk across our thirty vendor systems, and we already have hands-on experience from the current trial.\"}", "sample": 0, "usage": {"completion_tokens": 836, "completion_tokens_details": {"reasoning_tokens": 791}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 259, "prompt_tokens": 643, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1479}}
{"key": "8bf715e4df3f63fac297877e465add713562e5833234135298c2bebd49a44f81", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Trend speed is our operators' main complaint, and 0.4s p95 versus 1.9s is a clear enough win to justify the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 147, "completion_tokens_details": {"reasoning_tokens": 99}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 626}}
{"key": "978b6f1d0850ac4a2144eaa61b2f75ae3d7a4efcd75d137d85eed4e3ae5ceccd", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors will cut custom integration work across our many PLC/SCADA vendors, outweighing the higher price and slower queries.\"}", "sample": 0, "usage": {"completion_tokens": 185, "completion_tokens_details": {"reasoning_tokens": 146}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 664}}
{"key": "bbaff5662e0b0856af5ce553b4c31bf8b2a9376095342a3030b55ac2d6d0f70c", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Same specs still favor Halvard, but vendor-measured latency needs hands-on validation on our own trend queries before signing.\"}", "sample": 0, "usage": {"completion_tokens": 866, "completion_tokens_details": {"reasoning_tokens": 824}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 271, "prompt_tokens": 655, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1521}}
{"key": "b2bdd7a3d173e9e6d59cab0353670f51c4b765aff78838227c7ac2ca060d8cc2", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Connector coverage still wins; validate Corvel hands-on while the Halvard trial is still available.\"}", "sample": 0, "usage": {"completion_tokens": 521, "completion_tokens_details": {"reasoning_tokens": 480}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 264, "prompt_tokens": 648, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1169}}
{"key": "84a317c58bbd03388e3ce8554ee2f84716ee9679439f1bc4f0f0ce8004bd6406", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms the 0.4 s latency, which directly fixes operators\u2019 main complaint and justifies the $7k premium.\"}", "sample": 0, "usage": {"completion_tokens": 131, "completion_tokens_details": {"reasoning_tokens": 87}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 376, "prompt_tokens": 760, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 891}}
{"key": "d00c2371399ed61f230c7c93a12b0a04901390bbdcb589135d002cbe86c06fbf", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 25, \"weight_connector_coverage\": 15, \"weight_price\": 30, \"weight_support_and_uptime\": 20, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 224, "completion_tokens_details": {"reasoning_tokens": 159}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 491, "prompt_tokens": 1131, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1355}}
{"key": "496de7046370ebf50970181332ebe5e385e8a3a3f8f4685a57c2b1db61bd1ebf", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Cheaper and adequate for our plant; 1.9s p95 and 46 connectors don't justify Corvel's $7k/year premium under a tight budget.\"}", "sample": 0, "usage": {"completion_tokens": 503, "completion_tokens_details": {"reasoning_tokens": 456}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 986}}
{"key": "8b6a9769fb92c106b50896d00f13a459ffdaec899e8d87965d8ecbe4f0b53ab3", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Halvard's own figure is still ~5x slower on the metric my operators care about; I'll trial both on our tags to confirm the latency gap holds on real plant data.\"}", "sample": 0, "usage": {"completion_tokens": 287, "completion_tokens_details": {"reasoning_tokens": 234}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 326, "prompt_tokens": 710, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 997}}
{"key": "336d917c0fa81ce854819f9d2ee999e698655e986bba6bf50f7862c590ab00dd", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Nothing has changed to shift the case: Halvard's 0.4s p95 directly targets our operators' slow-trend complaint, at $7k less per site, and 46 native connectors plus OPC UA covers our three sites.\", \"trial\": \"Both\"}", "sample": 0, "usage": {"completion_tokens": 146, "completion_tokens_details": {"reasoning_tokens": 75}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 289, "prompt_tokens": 673, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 819}}
{"key": "03ef996d7a24667a33a2714759c19b08e1b8fe8d434337e779151ae3c6e138e5", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Still cheaper and faster, and our existing trial lets me validate the latency claim before signing.\"}", "sample": 0, "usage": {"completion_tokens": 364, "completion_tokens_details": {"reasoning_tokens": 321}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 335, "prompt_tokens": 719, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1083}}
{"key": "c6c4e8173989990665e7923c2f37614cc7fa7eaba81e3aa65484ec38465e69ed", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 35, \"weight_connector_coverage\": 30, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 301, "completion_tokens_details": {"reasoning_tokens": 244}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 292, "prompt_tokens": 676, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 977}}
{"key": "8ab60b96e774a7e0eb2ea4e73e80d6945bb441e500899432466f22dde1a0ffbc", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Trend latency is still the operators' sore spot, so Corvel's 0.4s wins; but the numbers are vendor-measured, so I'd trial both before committing $78k a year.\"}", "sample": 0, "usage": {"completion_tokens": 230, "completion_tokens_details": {"reasoning_tokens": 166}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 268, "prompt_tokens": 652, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 882}}
{"key": "5d6b33b6ad37fb984d11ff1126bc049b06c4febab24e4c726da143bbdc3e32ca", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"The 140 native connectors and faster queries still fit our mixed-vendor plants best, but I would validate Corvel in our environment before signing.\"}", "sample": 0, "usage": {"completion_tokens": 499, "completion_tokens_details": {"reasoning_tokens": 447}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 265, "prompt_tokens": 649, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1148}}
{"key": "611361d463d0860e54ad817ffbdd0cf3ac8d2636a4f0099ff15b45683031f127", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard's 4x faster queries and lower price; fewer native connectors are covered by OPC UA, so I'd trial Halvard hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 112, "completion_tokens_details": {"reasoning_tokens": 56}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 385, "prompt_tokens": 769, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 881}}
{"key": "e4b567b0fbb2e24baa9b16afa7530367ebc0a0c97789798e082cd024e171bc10", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Halvard Historian\", \"why\": \"Independent data confirms the trade-off; I need hands-on proof that Halvard's 46 connectors plus OPC UA actually cover our thirty vendor systems before trading away latency and price.\"}", "sample": 0, "usage": {"completion_tokens": 301, "completion_tokens_details": {"reasoning_tokens": 240}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1058}}
{"key": "f2c57c510411a4fa31686b3d890be0df4840f3c10769a1e780a399be79940191", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms both vendors' claims, so the extra $35k a year for Corvel still looks unjustified; a short Corvel trial will confirm 1.9 s is fine for our trend queries before I sign.\"}", "sample": 0, "usage": {"completion_tokens": 330, "completion_tokens_details": {"reasoning_tokens": 265}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 371, "prompt_tokens": 755, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1085}}
{"key": "004ca105c06cccc35228568e5c14b271e400b21daef67cc877f92ac051d365c5", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Connector breadth favors Corvel, but a hands-on trial of both will verify actual coverage and whether latency matters.\"}", "sample": 0, "usage": {"completion_tokens": 144, "completion_tokens_details": {"reasoning_tokens": 105}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 259, "prompt_tokens": 643, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 787}}
{"key": "fc0866686f94a2c5a4fc417e98e9ef2d014be36945cd5666f3a93f2dd7f269d7", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"140 native connectors versus 46 greatly cuts custom integration work across our thirty vendors, and the latency advantage justifies the $14k/year premium.\"}", "sample": 0, "usage": {"completion_tokens": 140, "completion_tokens_details": {"reasoning_tokens": 98}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 619}}
{"key": "720772a8114cdb946d7419afd802bb9587fe76ebe8cab6394d9e29293686ab10", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms 1.9 s p95 is fine for our trends, 46 connectors likely cover our 30 vendors, and it saves $35k a year across five sites - so trial Halvard to verify connector coverage before signing.\"}", "sample": 0, "usage": {"completion_tokens": 858, "completion_tokens_details": {"reasoning_tokens": 789}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 375, "prompt_tokens": 759, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1617}}
{"key": "3a75710116c1ad3c3fe8135218602fb5c0bb050cbce0e96672b8c3edcca48023", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Specs still favor Halvard on price and latency; I would benchmark both on our tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 434, "completion_tokens_details": {"reasoning_tokens": 396}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 269, "prompt_tokens": 653, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1087}}
{"key": "43eb54de22fa2c5122449ac50ab144325567cf11cee54a2bd420eabe6ec01fac", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Halvard's own message confirms latency is the deciding factor, and 0.4 s beats 1.9 s \u2014 but I'd run both on our own tags and queries before signing.\"}", "sample": 0, "usage": {"completion_tokens": 210, "completion_tokens_details": {"reasoning_tokens": 155}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 329, "prompt_tokens": 713, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 923}}
{"key": "c256a755fd3139df9824d56ca08facb046cfd3aa5d2206b83e5775d789de1b44", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent test confirms the numbers and my priority stays connector coverage across thirty vendors; I already know Halvard from the expiring trial, so hands-on time is better spent validating Corvel's connectors.\"}", "sample": 0, "usage": {"completion_tokens": 147, "completion_tokens_details": {"reasoning_tokens": 85}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 378, "prompt_tokens": 762, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 909}}
{"key": "bbc1188a07e7c4b4b09184bcf8683c77d6f361b8c6a91c5214149c47d978a429", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 35, \"weight_connector_coverage\": 30, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 176, "completion_tokens_details": {"reasoning_tokens": 111}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 421, "prompt_tokens": 1061, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1237}}
{"key": "875753086c4ff2f22cccf5c3a84831f0086bf2eb03c4580c9d578f3ce11daf92", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms the 0.4s latency and the lower price; trends are our operators' pain point, so I'd trial Halvard hands-on to confirm connector coverage for our PLCs before signing.\"}", "sample": 0, "usage": {"completion_tokens": 157, "completion_tokens_details": {"reasoning_tokens": 90}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 403, "prompt_tokens": 787, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 944}}
{"key": "394f13cc170fed880992235d900627093a0e7c76fc34e50497bb693ae95dc27d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-3}", "sample": 0, "usage": {"completion_tokens": 270, "completion_tokens_details": {"reasoning_tokens": 223}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 292, "prompt_tokens": 676, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 946}}
{"key": "1922bd93ace9c842d442b4ab968a77e8801e9f4bbfef5055cb5861cc2791a44a", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Nothing changed; Halvard remains the budget-justified option, but I'd trial it hands-on before signing to confirm it meets our needs.\"}", "sample": 0, "usage": {"completion_tokens": 300, "completion_tokens_details": {"reasoning_tokens": 251}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 271, "prompt_tokens": 655, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 955}}
{"key": "6882c26cf7ba31cda3b339d2da0816bd0268963be12f639c480ce2a39aaff71d", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent lab confirms 0.4s vs 1.9s p95, and trend speed is the operators' core complaint, so the extra $7k/site is justified; a short trial will confirm it on our own tags.\"}", "sample": 0, "usage": {"completion_tokens": 206, "completion_tokens_details": {"reasoning_tokens": 134}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 382, "prompt_tokens": 766, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 972}}
{"key": "4ad4d164e38b56ed0dbe99b7a272925b9b6443c06074fb95c1d60cc03d92a738", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Independent testing confirms both vendors' numbers, so the connector breadth and latency advantage still justify the premium for our thirty-vendor plants.\", \"trial\": \"Corvel Stream\"}", "sample": 0, "usage": {"completion_tokens": 121, "completion_tokens_details": {"reasoning_tokens": 73}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 379, "prompt_tokens": 763, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 884}}
{"key": "7df512a57984fe56c690e49d97223dd2f259c3cf3adf58a2b414b4f58ca29f53", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Independent test confirms vendor figures but not that connectors work with our 30 vendors or that 1.9 s is tolerable, so I'd trial both before signing.\"}", "sample": 0, "usage": {"completion_tokens": 157, "completion_tokens_details": {"reasoning_tokens": 108}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 914}}
{"key": "9be97b8b22b170a72742d5eed488b20055ac1c846c4d08eb2323c1a82bbf4e65", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"140 native connectors still cut integration work across our thirty vendor systems, and we already have hands-on experience from the Corvel trial.\", \"trial\": \"Halvard Historian\"}", "sample": 0, "usage": {"completion_tokens": 173, "completion_tokens_details": {"reasoning_tokens": 124}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 326, "prompt_tokens": 710, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 883}}
{"key": "840764b2a7b43ee54cd59402b5443b0bd4ccd540644bc27140094684f954b020", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Latency claim matters for operators, but so do connectors; I need both proven on our own tag data before signing.\"}", "sample": 0, "usage": {"completion_tokens": 123, "completion_tokens_details": {"reasoning_tokens": 77}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 331, "prompt_tokens": 715, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 838}}
{"key": "3a0bb47e4f0411db2765734c3e881ebb416767e633eefc36bf2a4919675bcec8", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Latency claim matters but is vendor-measured; test both on our tags and hardware before justifying the premium.\"}", "sample": 0, "usage": {"completion_tokens": 211, "completion_tokens_details": {"reasoning_tokens": 171}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 324, "prompt_tokens": 708, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 919}}
{"key": "84262ba364cacb04da08598714bb68c016219d2d82f047d262f866a283965a00", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent testing confirms Halvard is both faster and $7k cheaper; I just need a hands-on trial to verify its 46 connectors cover our specific PLCs.\"}", "sample": 0, "usage": {"completion_tokens": 169, "completion_tokens_details": {"reasoning_tokens": 116}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 383, "prompt_tokens": 767, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 936}}
{"key": "727d5b00c1b110264d263e44aea1234620c5e326b76b32742c5c97afd010c964", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-3,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 110, "completion_tokens_details": {"reasoning_tokens": 57}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 411, "prompt_tokens": 1051, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1161}}
{"key": "2aa240ea73b306a2f4e6324a4881eaca927f410f65abac7cdd8f180d07fb36b3", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Corvel's 0.4s p95 still wins on our key pain point, but Halvard's point about reference hardware is fair, so I'd benchmark both on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 62, "completion_tokens_details": {"reasoning_tokens": 0}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 335, "prompt_tokens": 719, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 781}}
{"key": "2ea4257e72a06703e97c3904049b63f711766fe7e995f4d6eab3da330043a4af", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Halvard's 0.4 s is a reference-hardware claim; validate it on our tags and hardware against the Corvel trial we already run before signing.\"}", "sample": 0, "usage": {"completion_tokens": 325, "completion_tokens_details": {"reasoning_tokens": 275}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 338, "prompt_tokens": 722, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1047}}
{"key": "438d91ab6ce4435b0d6303d8a15e1b9b26620afa1e2996b5f469b05d282ba0cc", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 449, "completion_tokens_details": {"reasoning_tokens": 392}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1130}}
{"key": "a86ea75f4c2b9e2ddf82d43d96cb1a1eb90abb4283a88079057413ad0e88aea8", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Neither\",\"why\":\"Halvard's own number (1.9 s) is nearly five times worse than Corvel's 0.4 s, and Corvel already covers most of our 30 vendors natively plus we're mid-trial with it.\"}", "sample": 0, "usage": {"completion_tokens": 272, "completion_tokens_details": {"reasoning_tokens": 208}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 328, "prompt_tokens": 712, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 984}}
{"key": "f297b844e3ebe86a52a143d3e7958cb0c89870dfd9d4c0445b9cef869fcd5542", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"Latency remains the decisive factor and Halvard's is far better on paper, but \\\"reference hardware\\\" means I want hands-on trends on our own tags before signing, with Corvel as the check that the 0.4 s vs 1.9 s gap holds.\"}", "sample": 0, "usage": {"completion_tokens": 208, "completion_tokens_details": {"reasoning_tokens": 130}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 356, "prompt_tokens": 740, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 948}}
{"key": "69016be4aeae4d5549c45eed6114ce4ee73f2316201384b237c823d3a09f1dc9", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":45,\"weight_connector_coverage\":15,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 345, "completion_tokens_details": {"reasoning_tokens": 298}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 294, "prompt_tokens": 678, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1023}}
{"key": "183030ba4f56de916a5216291ad822a501789f83f2a81542dc824f1621dd51e2", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"On reflection, Halvard's 46 connectors already cover our ~30 vendors, so Corvel's premium and vendor-measured latency claims need hands-on validation before I commit.\"}", "sample": 0, "usage": {"completion_tokens": 405, "completion_tokens_details": {"reasoning_tokens": 347}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 262, "prompt_tokens": 646, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1051}}
{"key": "df7cedb307880690813bb967ce81913c7adcf4c886e302170d630aed69275915", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Latency matters for operators, but so does connector coverage; benchmark both on our own tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 113, "completion_tokens_details": {"reasoning_tokens": 73}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 326, "prompt_tokens": 710, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 823}}
{"key": "edc445fbe5cf57b42288bdb3a29f55e75a0edb69878f69cf76646056c6bf9319", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 38, \"weight_connector_coverage\": 27, \"weight_price\": 18, \"weight_support_and_uptime\": 12, \"weight_other\": 5, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 241, "completion_tokens_details": {"reasoning_tokens": 176}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 535, "prompt_tokens": 1175, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1416}}
{"key": "d95c5d8fb8979f1a00ec41facd2d4da9f3c206d128ca95a928fd4d8792ab74cf", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":42,\"weight_connector_coverage\":18,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-3,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 90, "completion_tokens_details": {"reasoning_tokens": 37}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 525, "prompt_tokens": 1165, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1255}}
{"key": "54ebccd399603b0dec1663519b6c68f350c148dd694a3dc64f4bc5196e9ea440", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Halvard's latency claim and lower price still favour it, but I want to verify 0.4 s on our own tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 151, "completion_tokens_details": {"reasoning_tokens": 100}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 336, "prompt_tokens": 720, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 871}}
{"key": "4e38d37fe5725470d64bd0c67b85bdb44bf857f0a5b76b88aef82d15305c33da", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":10,\"weight_connector_coverage\":45,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 280, "completion_tokens_details": {"reasoning_tokens": 233}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 961}}
{"key": "dabfc61bbb936507a261bbee7430518f17c546ca92980d422341ad4cc18fd6ad", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent lab confirms the gap is real, not marketing: 4.75x faster trend queries and 3x the native connectors is a defensible reason to give finance for the $7k.\"}", "sample": 0, "usage": {"completion_tokens": 412, "completion_tokens_details": {"reasoning_tokens": 354}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 385, "prompt_tokens": 769, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1181}}
{"key": "2eab4c13e6785ed3fce81943ee4cecdf2edab2411402138283b840c6d3dc853d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":45,\"weight_connector_coverage\":15,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 107, "completion_tokens_details": {"reasoning_tokens": 54}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 413, "prompt_tokens": 1053, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1160}}
{"key": "4674d89e0f4cdb4b9c98d69ffe4c77e9ed6c9f18e98296994c33a2c095ed9cf4", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 370, "completion_tokens_details": {"reasoning_tokens": 313}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 299, "prompt_tokens": 683, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1053}}
{"key": "c41b7dee36beb43157faf3c5c6875d1f769ebf3e70bc0896fb4691a9f13de86d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 205, "completion_tokens_details": {"reasoning_tokens": 148}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 292, "prompt_tokens": 676, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 881}}
{"key": "18606145c5a57d572e29ad750b4bbbb2cbe633dc4407a472fd4b6dd1c812977c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 256, "completion_tokens_details": {"reasoning_tokens": 191}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1322}}
{"key": "8a655202a4c6b1ebe9c490dd33f5b969c1249a4bd5789ca53ea0fbc436278417", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 40, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 309, "completion_tokens_details": {"reasoning_tokens": 252}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 990}}
{"key": "596e5228db923b2ddac706a78daf07cb53c841543f95fe8f96df3feabf7be3db", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 30, \"weight_price\": 15, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 217, "completion_tokens_details": {"reasoning_tokens": 152}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 488, "prompt_tokens": 1128, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1345}}
{"key": "0b361b781531d11282068fc7159c03869158d329afcf32f4c9f91f4fd8ed67a5", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"The independent lab confirms 140 native connectors versus 46, which is decisive with thirty vendors, but I'd still trial both to verify connector coverage and real query performance before signing.\"}", "sample": 0, "usage": {"completion_tokens": 144, "completion_tokens_details": {"reasoning_tokens": 87}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 376, "prompt_tokens": 760, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 904}}
{"key": "7fd4a6188ee4c6461c34ffbdc54e30b247acce9a67277d971448230ff9ea1d25", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":42,\"weight_connector_coverage\":20,\"weight_price\":18,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-3,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 178, "completion_tokens_details": {"reasoning_tokens": 125}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 478, "prompt_tokens": 1118, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1296}}
{"key": "fb1aa2f0a2d586947b658e58a1418a060f4e8456cce7333066c22ff27ba50471", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 361, "completion_tokens_details": {"reasoning_tokens": 304}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 292, "prompt_tokens": 676, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1037}}
{"key": "a7e8c138d410f8a2bdb3fbdebd84c7bda61e4e249ad2eea5a59db0e81942398d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 419, "completion_tokens_details": {"reasoning_tokens": 362}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 292, "prompt_tokens": 676, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1095}}
{"key": "b6c136319ef47efa6b8b0408ccd5ac7efeb1af33c84ca7c9e7237e44a0035c17", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 35, \"weight_price\": 25, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 462, "completion_tokens_details": {"reasoning_tokens": 405}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 299, "prompt_tokens": 683, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1145}}
{"key": "c731b9d7df06b74103fe30f25977c8e010b92fb4f7b5348f42f1f1b66fb40b7b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":10,\"weight_connector_coverage\":45,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 84, "completion_tokens_details": {"reasoning_tokens": 31}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 416, "prompt_tokens": 1056, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1140}}
{"key": "7382b50338a8353dce4fa688d6ee38e64d96fc506e11aff0b970a57e2075fd27", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel still wins on native connector coverage, and its 0.4 s p95 beats Halvard's 1.9 s; I'd validate both on our own hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 612, "completion_tokens_details": {"reasoning_tokens": 557}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 332, "prompt_tokens": 716, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1328}}
{"key": "0265c95f7e31fc12106551d0bc01946ac8541fde8f9789b494baa21e90abfd24", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":45,\"weight_connector_coverage\":15,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 94, "completion_tokens_details": {"reasoning_tokens": 41}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 527, "prompt_tokens": 1167, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1261}}
{"key": "60bfa57f9de893053fd4ef80b624e8cef800f1d46c598ee582a80097185d2d93", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 30, \"weight_support_and_uptime\": 20, \"weight_other\": 15, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 270, "completion_tokens_details": {"reasoning_tokens": 213}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 950}}
{"key": "41852c9a3c51750af61954a3400768422bdf311aca95c95631da8487813b73e2", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 138, "completion_tokens_details": {"reasoning_tokens": 73}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1318}}
{"key": "54eeea575a395f96e4a265e0e42012a88f9cab7b17b443baaff8f97d3ec0fc49", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 316, "completion_tokens_details": {"reasoning_tokens": 259}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 294, "prompt_tokens": 678, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 994}}
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{"key": "a1030be10bc77b6ac4d3cceecbf3a5b59bbd147547be26ad0faa0156e98e41fe", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 40, \"weight_price\": 18, \"weight_support_and_uptime\": 12, \"weight_other\": 10, \"relative_preference\": -1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 282, "completion_tokens_details": {"reasoning_tokens": 217}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 488, "prompt_tokens": 1128, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1410}}
{"key": "0c3b068ee019fdc07ffd58661c85ef77a3585065e19d22b5c9c030d37d7db64e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 134, "completion_tokens_details": {"reasoning_tokens": 69}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 421, "prompt_tokens": 1061, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1195}}
{"key": "261511a3cd7d6ee7170974a5c6d20a262307b8a4043620342a5e6c4583b0216d", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent testing confirms Halvard is faster and $7k cheaper per site; the extra Corvel connectors are largely covered by OPC UA, so I'd only validate Halvard hands-on against our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 262, "completion_tokens_details": {"reasoning_tokens": 198}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 240, "prompt_tokens": 752, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1014}}
{"key": "5d3177b8ec060aba8643921b6cbb63bdbdd49a4fec310db137d4b4345419e8cb", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 20, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 15, \"relative_preference\": 1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 246, "completion_tokens_details": {"reasoning_tokens": 181}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 492, "prompt_tokens": 1132, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1378}}
{"key": "20ccd8d295c44eedc43af2aed10883c2c04249d9bfa05329ccde9f5704e4d695", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 204, "completion_tokens_details": {"reasoning_tokens": 139}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 425, "prompt_tokens": 1065, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1269}}
{"key": "9f002cf4fe666fab0809065d844a1deeaf8bb764c949f116c1d0549089e7ed58", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 20, \"weight_price\": 38, \"weight_support_and_uptime\": 15, \"weight_other\": 9, \"relative_preference\": 1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 267, "completion_tokens_details": {"reasoning_tokens": 202}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1400}}
{"key": "552bdab85bee9082a47965a53f32a16187bf9159b98c4c5d5dc1310b372e850d", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Cheaper per site and adequate; Corvel's speed and extra connectors don't justify the premium under a tight budget.\"}", "sample": 0, "usage": {"completion_tokens": 170, "completion_tokens_details": {"reasoning_tokens": 134}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 652}}
{"key": "25361cc81842eb94da8f126cde1e37ece27dce5d26e9bf8b1d6bf0c51d1e8d46", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Operator trend speed is our main pain, and 0.4 s p95 beats 1.9 s at a lower price per site.\"}", "sample": 0, "usage": {"completion_tokens": 149, "completion_tokens_details": {"reasoning_tokens": 105}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 633}}
{"key": "e84143bfdc4e5013125e859882a2c5be70d1ba46c4eebcd0e2a7242d78d6bcc2", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":40,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-3,\"source_independence\":6}", "sample": 0, "usage": {"completion_tokens": 289, "completion_tokens_details": {"reasoning_tokens": 236}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 530, "prompt_tokens": 1170, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1459}}
{"key": "25b0d8ee92cccb82699c6eb43a1d918a2dadd677ed2c50f6b82f7bdcbac00ec7", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Neither\",\"why\":\"It remains cheaper and faster, and we already have hands-on experience from the expiring trial.\"}", "sample": 0, "usage": {"completion_tokens": 179, "completion_tokens_details": {"reasoning_tokens": 143}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 257, "prompt_tokens": 641, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 820}}
{"key": "e5972c0d588d05c032ceedaa622a353be4c2fcfd994134b0ba68bb7abdee01c8", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Fastest trend queries directly address operators' main complaint, and the trial is already in place.\"}", "sample": 0, "usage": {"completion_tokens": 155, "completion_tokens_details": {"reasoning_tokens": 122}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 639}}
{"key": "af90e97f63cfff25d496f0ab1d0b5391e2b65443ab189cc38f71ff49a9cb28c0", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Its 140 native connectors best cover our thirty vendors and minimize custom integration work.\"}", "sample": 0, "usage": {"completion_tokens": 106, "completion_tokens_details": {"reasoning_tokens": 76}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 590}}
{"key": "158f891ac168d0e4ea7ec34aa68507f2a1429ba42b90d6040f3807fa91ba3082", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Coverage across our thirty PLC/SCADA vendors still decides it; 1.9 s p95 trend queries are tolerable for operations.\",\"trial\":\"Corvel Stream\"}", "sample": 0, "usage": {"completion_tokens": 258, "completion_tokens_details": {"reasoning_tokens": 212}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 265, "prompt_tokens": 649, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 907}}
{"key": "6781f048a53246dc8f0323c19832b4f04e8841aa3622d65bc5ee7959b0fbde7a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 22, \"weight_connector_coverage\": 20, \"weight_price\": 33, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 1, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 141, "completion_tokens_details": {"reasoning_tokens": 76}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 539, "prompt_tokens": 1179, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1320}}
{"key": "f238ec7f0a2da28cfa8189a5c44c0e66a3dafa265f46a1fbb49d0b0ee376ba55", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 155, "completion_tokens_details": {"reasoning_tokens": 90}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 535, "prompt_tokens": 1175, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1330}}
{"key": "19cde729ca9b29c05b3bace91a188e25f40fe6b6f6c9ede0f41490e20285f37a", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Cheaper and faster queries; 46 native connectors plus OPC UA should cover our sites, so finance won\u2019t justify Corvel\u2019s premium.\"}", "sample": 0, "usage": {"completion_tokens": 176, "completion_tokens_details": {"reasoning_tokens": 133}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 655}}
{"key": "098b1d34adf05d1d6b084b43572b1b3c1c5c0e4bf9faffd4040ae273f1cbb351", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Corvel Stream\",\"why\":\"No new evidence; I need hands-on validation of Corvel's connector coverage and latency before paying the premium.\"}", "sample": 0, "usage": {"completion_tokens": 353, "completion_tokens_details": {"reasoning_tokens": 312}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 261, "prompt_tokens": 645, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 998}}
{"key": "f638f5266630d6af2079d2889902a7e3be161611d3c512927c8e75414e82a124", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty-vendor mix, avoiding costly custom integration, and the trial is already in place.\"}", "sample": 0, "usage": {"completion_tokens": 159, "completion_tokens_details": {"reasoning_tokens": 120}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 643}}
{"key": "c510528cc225ae11dcf60de09c71c767f14d53e0662d601ed4307cef1bbbe74e", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard's specs; it is $7k/year cheaper and its latency and connectors should suit our single site, so trial it on our data before signing.\"}", "sample": 0, "usage": {"completion_tokens": 522, "completion_tokens_details": {"reasoning_tokens": 467}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 241, "prompt_tokens": 753, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1275}}
{"key": "3877d5b96b4966637dd5d03e97b8b578d2eb13826c6a37e49ee63115fc8208c4", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms the speed edge that drove operator complaints, at lower price; trial it hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 125, "completion_tokens_details": {"reasoning_tokens": 78}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 238, "prompt_tokens": 750, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 875}}
{"key": "c8e4e3238888d1fc46552a036871059251d61fe40c94eb80bdb95d3bf83a8a59", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Its lower latency and price fit our operator trend complaints, but I want a hands-on trial on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 145, "completion_tokens_details": {"reasoning_tokens": 95}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 269, "prompt_tokens": 653, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 798}}
{"key": "5c1c89b603432fa916b64be2c2b5b0341378410a4d8eaef33a6318346fb291c9", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":22,\"weight_connector_coverage\":38,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 211, "completion_tokens_details": {"reasoning_tokens": 158}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 483, "prompt_tokens": 1123, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1334}}
{"key": "57bd6181cebc97ade8bcfeb7841252255452b499bf1707943173d47de48082e9", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent numbers confirm both vendors' claims, so my connector-count logic stands; I'd trial Corvel to validate the 140 connectors on our mixed PLC/SCADA estate before signing.\"}", "sample": 0, "usage": {"completion_tokens": 146, "completion_tokens_details": {"reasoning_tokens": 91}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 379, "prompt_tokens": 763, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 909}}
{"key": "d0e8fd3ae11ee19a4f0c912330d2e20620cff3bb92d76fa49da1981eabcf4adb", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel's much lower p95 latency targets our operators' main complaint, but I would validate both on our own trend queries before signing.\"}", "sample": 0, "usage": {"completion_tokens": 927, "completion_tokens_details": {"reasoning_tokens": 883}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 261, "prompt_tokens": 645, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1572}}
{"key": "ac677a8ac491e19f908dda90b6b669149f7eb9b1fc6b65d4ea0c785eea0a1f86", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard is cheaper and 4x faster; I'd just use the remaining trial month to verify it covers our plant's PLCs.\"}", "sample": 0, "usage": {"completion_tokens": 157, "completion_tokens_details": {"reasoning_tokens": 106}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 371, "prompt_tokens": 755, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 912}}
{"key": "4070901ded040507f97739abdf6661f70fd727eb5f58e2c23737d20a2f69ac9a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 40, \"weight_price\": 22, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 272, "completion_tokens_details": {"reasoning_tokens": 207}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 488, "prompt_tokens": 1128, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1400}}
{"key": "8090db0237e03f64965b0d2efb9af43c96fd719113268b7c3c8cae80bb7e1f78", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still the cheaper option that meets needs; use the remaining trial to validate before signing.\"}", "sample": 0, "usage": {"completion_tokens": 277, "completion_tokens_details": {"reasoning_tokens": 240}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 259, "prompt_tokens": 643, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 920}}
{"key": "b4f7598889d295ace33accb4fc08b02f0d3f9c4718d6e39dec8b69b7597e41f8", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms the latency gap and 140 native connectors cut integration work across our thirty vendors, but I'd trial Corvel hands-on before signing given the price premium.\"}", "sample": 0, "usage": {"completion_tokens": 118, "completion_tokens_details": {"reasoning_tokens": 66}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 375, "prompt_tokens": 759, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 877}}
{"key": "79ec27da13b912308daca861872319ac96b1f77a4c4c8fdaa99661700acd1f08", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 22, \"weight_connector_coverage\": 18, \"weight_price\": 33, \"weight_support_and_uptime\": 15, \"weight_other\": 12, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 311, "completion_tokens_details": {"reasoning_tokens": 246}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 492, "prompt_tokens": 1132, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1443}}
{"key": "6d7f02749546623d89e5444963e97cad69bc8b7c61971cfbef111b21f4cba1c3", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Latency claims are vendor-measured; I want to test both on our own trend queries before signing.\"}", "sample": 0, "usage": {"completion_tokens": 324, "completion_tokens_details": {"reasoning_tokens": 280}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 258, "prompt_tokens": 642, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 966}}
{"key": "1bc7e54dbf44a15c50c55ec157e5196078ff6bfb11e4491107c7aace0791027c", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Cheaper and faster on paper, but I would validate latency and connectors on our hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 688, "completion_tokens_details": {"reasoning_tokens": 651}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 193, "prompt_tokens": 705, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1393}}
{"key": "0d33e78dbcbbb76babf3b3c2a0722a2997e80725d455c4af399b6343c5b61d8a", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Still the cheaper, faster option, but I\u2019d trial both to confirm Halvard covers our sites before finance signs off.\"}", "sample": 0, "usage": {"completion_tokens": 244, "completion_tokens_details": {"reasoning_tokens": 202}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 263, "prompt_tokens": 647, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 891}}
{"key": "7d2d72572b10233006b01e4670efa13a1ac02a16b86249c8e2aaab12ae3363eb", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Latency affects operator adoption, so I need to test both on our tags and hardware before justifying the $7k/year premium.\"}", "sample": 0, "usage": {"completion_tokens": 268, "completion_tokens_details": {"reasoning_tokens": 225}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 194, "prompt_tokens": 706, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 974}}
{"key": "02c753626d6b44e2bceb12e4ea194f299c75b43091b6ea4bae908e738439f905", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard's 0.4 s trend latency at lower price; connectors are adequate via OPC UA, but I'd trial Halvard hands-on before signing since we've only run Corvel.\"}", "sample": 0, "usage": {"completion_tokens": 163, "completion_tokens_details": {"reasoning_tokens": 95}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 383, "prompt_tokens": 767, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 930}}
{"key": "897979bdf1e0bb73017ed3b45dc032ffd6c60b716264ae9ba489f066b54d5dce", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Still the best fit: far more native connectors for our vendor mix and lower latency, and we can validate it in the expiring trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 374, "completion_tokens_details": {"reasoning_tokens": 326}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 264, "prompt_tokens": 648, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1022}}
{"key": "c8fbc05986d02560eaf5302cae583a4d4fb7b795b683050eb46b29f88316cc92", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Connector breadth still cuts the most integration work, but I'd trial both on my tags to verify real latency before signing.\"}", "sample": 0, "usage": {"completion_tokens": 104, "completion_tokens_details": {"reasoning_tokens": 63}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 332, "prompt_tokens": 716, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 820}}
{"key": "2d9acf13a8238283cf252f0bb361db771d3e47ae4b2c19a3f3a10df265f69f37", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Its 140 native connectors best cover our thirty vendors and reduce custom integration work.\"}", "sample": 0, "usage": {"completion_tokens": 508, "completion_tokens_details": {"reasoning_tokens": 469}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 255, "prompt_tokens": 639, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1147}}
{"key": "ba6653d14bf55ed0bb1c0df0cfacfca3f7e10d4f71c544afdfdae3f54d76cc85", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Less than a quarter of the query latency at p95 (0.4 s vs 1.9 s) directly targets my operators' trend-screen complaints, and it's $7k per site per year cheaper; OPC UA covers anything not in the 46 native connectors.\"}", "sample": 0, "usage": {"completion_tokens": 144, "completion_tokens_details": {"reasoning_tokens": 72}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 624}}
{"key": "eac50f6ed155367b2a856568030a3c74b2d749e4642ac57c473d06e89c6b73f0", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Operators' main complaint is slow trend screens, and Corvel's 0.4 s p95 latency is far better than Halvard's 1.9 s.\"}", "sample": 0, "usage": {"completion_tokens": 148, "completion_tokens_details": {"reasoning_tokens": 102}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 628}}
{"key": "4ed38904e3ce6391acca60bfa47e187ee7f698a494f81e14f2d08648171107cb", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"Faster and cheaper, but I'd validate Halvard's 0.4 s claim on our tags side-by-side with Corvel before signing.\"}", "sample": 0, "usage": {"completion_tokens": 370, "completion_tokens_details": {"reasoning_tokens": 318}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 191, "prompt_tokens": 703, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1073}}
{"key": "64b365e2894c34b7573c178bd8bfcd6a0e2fb94334f27ce7fc01c10bbbcd07fe", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Cheaper by $7k/site/year and performance is adequate.\"}", "sample": 0, "usage": {"completion_tokens": 333, "completion_tokens_details": {"reasoning_tokens": 304}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 812}}
{"key": "57504a800b3733897c413b26eec505a39c3bd7a57bc856a63b13bf8e8342e54a", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing confirms the 0.4 s trends that fix our operators' main complaint, and we are already trialing it.\"}", "sample": 0, "usage": {"completion_tokens": 234, "completion_tokens_details": {"reasoning_tokens": 190}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 375, "prompt_tokens": 759, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 993}}
{"key": "06305e33083d2f1c802b3e91f8e9c3815ccc0ee58cc4a3c261d65ed3f748a478", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent report confirms the cheaper option's performance and connectors; Corvel's speed doesn't justify a 37% premium.\"}", "sample": 0, "usage": {"completion_tokens": 242, "completion_tokens_details": {"reasoning_tokens": 198}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 999}}
{"key": "1be12404b86b1cd8bd35a2c2e5070d90d9081818f938c13e8eeefbc8163c554d", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Latency matters and it is still cheaper; I will verify 0.4 s on our own tags during the existing trial.\"}", "sample": 0, "usage": {"completion_tokens": 245, "completion_tokens_details": {"reasoning_tokens": 199}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 324, "prompt_tokens": 708, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 953}}
{"key": "f065041a949a7948ad266b5cda954608b444b51eae232930e016203ec10ab806", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent testing confirms Corvel's 0.4 s trends, which is what operators complain about; finish the existing trial to validate hands-on before paying the premium.\"}", "sample": 0, "usage": {"completion_tokens": 204, "completion_tokens_details": {"reasoning_tokens": 148}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 372, "prompt_tokens": 756, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 960}}
{"key": "c59411c30627be10567562e1bc0f56fe479d078eb9b85714e1b8c40fff96318e", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel still leads on native connectors and measured latency, but I would validate both on our own thirty-vendor plant before signing.\"}", "sample": 0, "usage": {"completion_tokens": 287, "completion_tokens_details": {"reasoning_tokens": 245}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 328, "prompt_tokens": 712, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 999}}
{"key": "c261401a0e62c341b27f645fdde8416930f81df06dd60b558274daf467ee8496", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms it is cheaper and faster; I\u2019d trial it to validate our connector needs before signing.\"}", "sample": 0, "usage": {"completion_tokens": 240, "completion_tokens_details": {"reasoning_tokens": 198}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 377, "prompt_tokens": 761, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1001}}
{"key": "a2e58f9ce6c87383a8a0da53c622edf2edcdbed68c31c52487611be7fcd674cc", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"The independent lab confirms Corvel's latency and connector figures, and 140 native connectors will save far more in integration effort across our thirty vendors than the $7,000 price gap; our existing trial lets us verify them against our actual mix.\"}", "sample": 0, "usage": {"completion_tokens": 259, "completion_tokens_details": {"reasoning_tokens": 192}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 378, "prompt_tokens": 762, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1021}}
{"key": "53c87ba5f4b4072c08d466f3fc83377e30ebccbf0b5a7d947ee140abaefa7fc0", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":20,\"weight_price\":30,\"weight_support_and_uptime\":15,\"weight_other\":20,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 360, "completion_tokens_details": {"reasoning_tokens": 314}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1041}}
{"key": "fc969980902aa6fdf35abe4aeac35c5bbcbf6c8aacd9a73f9dcc78079d34992b", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Latency is exactly what operators feel, so I want Halvard's 0.4 s p95 proven on our own tags and hardware before signing \u2014 I already have hands-on Corvel experience from the trial.\"}", "sample": 0, "usage": {"completion_tokens": 315, "completion_tokens_details": {"reasoning_tokens": 247}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 336, "prompt_tokens": 720, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1035}}
{"key": "fa7f7c947c8c406034f28920f008c67b9b178fcc1e37fb404d06ad5cb8284ab0", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Latency still decides it for shift operators, but vendor-measured numbers need validating on our own tags, so both get a hands-on trial.\"}", "sample": 0, "usage": {"completion_tokens": 199, "completion_tokens_details": {"reasoning_tokens": 153}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 267, "prompt_tokens": 651, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 850}}
{"key": "70cae3f919012e4f89c33787c91795e55476d1415b0fafdfcc6209f6befb8284", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":10,\"weight_connector_coverage\":15,\"weight_price\":35,\"weight_support_and_uptime\":25,\"weight_other\":15,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 399, "completion_tokens_details": {"reasoning_tokens": 353}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1080}}
{"key": "29ea17148998b82fb172b14b949d6bf2c4b5f54dd07564e136ee166eeeba2860", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":35,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 351, "completion_tokens_details": {"reasoning_tokens": 305}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1030}}
{"key": "0a12aaf44756ee483e93a4afcccbd2f64a9446bbffd45df146ec0867201a691f", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Corvel still wins on latency, but I want both vendors' p95 numbers proven on our own tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 126, "completion_tokens_details": {"reasoning_tokens": 79}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 325, "prompt_tokens": 709, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 835}}
{"key": "d8dd4dd23e23b20fb9a04d4c1aa19ce35fe5f9453065a3e6ee26424f7f52b69a", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Halvard Historian\", \"why\": \"Connector coverage still drives our integration cost; I'd trial Halvard to see whether its 46 native connectors plus OPC UA could actually handle our thirty vendors.\"}", "sample": 0, "usage": {"completion_tokens": 213, "completion_tokens_details": {"reasoning_tokens": 156}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 241, "prompt_tokens": 753, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 966}}
{"key": "f5a6fc122f09a692fa09257617d75bc76c3ddfd2925bccf911c6e20ed26c2e9b", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Halvard's own number is still ~5x slower than Corvel's, so nothing changed; I'll validate Corvel's latency on our own tags during the existing trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 222, "completion_tokens_details": {"reasoning_tokens": 166}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 328, "prompt_tokens": 712, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 934}}
{"key": "ff0ff88d2bc0884a151968a7a6d057c1c9bf393a1cf690322edd0d1566aca74e", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"Halvard is still my frontrunner on latency and price, but both latency figures are vendor-measured, so I'd put both through a hands-on trial with our own tags and trend queries before signing.\"}", "sample": 0, "usage": {"completion_tokens": 319, "completion_tokens_details": {"reasoning_tokens": 255}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 293, "prompt_tokens": 677, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 996}}
{"key": "fd9537968d120d13cc6035a9319be0e87dcb64cdd217ac7b02e264ff875bd844", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Corvel Stream\",\"why\":\"Latency matters, but a 37% premium needs proof on our own tags; we can already measure Halvard in our existing trial.\"}", "sample": 0, "usage": {"completion_tokens": 258, "completion_tokens_details": {"reasoning_tokens": 211}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 326, "prompt_tokens": 710, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 968}}
{"key": "a91e7074a67d7e653a38933b21f1bfb7d201e1c5933501429e854c5574da00b0", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 20, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 274, "completion_tokens_details": {"reasoning_tokens": 217}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 953}}
{"key": "c31888cbb3b189aab299ea56ca9d5361830b64afb05b7012ec4f042caa7ecc42", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":10,\"weight_connector_coverage\":15,\"weight_price\":35,\"weight_support_and_uptime\":25,\"weight_other\":15,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 78, "completion_tokens_details": {"reasoning_tokens": 26}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 415, "prompt_tokens": 1055, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1133}}
{"key": "bb718c2dae2f2bd278807f77d5bfdf337c0a081c828deae2e0f709f494e618d7", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel already has faster quoted latency and far more native connectors for our thirty-vendor mix; I would still trial both to verify real-shift performance before signing.\"}", "sample": 0, "usage": {"completion_tokens": 186, "completion_tokens_details": {"reasoning_tokens": 137}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 331, "prompt_tokens": 715, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 901}}
{"key": "b19893fca869318c334e72c3c51d3b903a52e342d63bfc489851191270e74dff", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":12,\"weight_connector_coverage\":18,\"weight_price\":35,\"weight_support_and_uptime\":15,\"weight_other\":20,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 151, "completion_tokens_details": {"reasoning_tokens": 99}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 415, "prompt_tokens": 1055, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1206}}
{"key": "e9dd9a316db9f00650f550085ac691592e77ee66805696d69027b5b580bd2f4b", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still the cheaper option with the better latency claim, but I\u2019d validate 0.4 s and connector coverage on our tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 297, "completion_tokens_details": {"reasoning_tokens": 248}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 330, "prompt_tokens": 714, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1011}}
{"key": "db1c2f43714a0aa5b24c18cccb5ee211932dac048d9c28aa7a6ee1daf437b436", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 306, "completion_tokens_details": {"reasoning_tokens": 249}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 987}}
{"key": "0c08588d3ea60689ddb6738ca4ebad9dc7ff9842347ea643872f77d5f4be8a90", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":35,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 168, "completion_tokens_details": {"reasoning_tokens": 116}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 413, "prompt_tokens": 1053, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1221}}
{"key": "0dc0c2eeb13a9ee9aa1907e87b8557c68fe10b67928f8add2ff69d0d9964c9fe", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent lab confirmed the 0.4 s latency and lower price, so I'd trial Halvard to verify its 46 native connectors cover my PLCs/SCADA and that OPC UA handles the rest.\"}", "sample": 0, "usage": {"completion_tokens": 173, "completion_tokens_details": {"reasoning_tokens": 105}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 407, "prompt_tokens": 791, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 964}}
{"key": "bc124d64ba9c87bfed8063d9b57a48435c30c18ed99f889b76dc1538b3e76851", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":10,\"weight_connector_coverage\":20,\"weight_price\":35,\"weight_support_and_uptime\":20,\"weight_other\":15,\"relative_preference\":2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 128, "completion_tokens_details": {"reasoning_tokens": 76}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 529, "prompt_tokens": 1169, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1297}}
{"key": "b2c5e6206eb5c6afb6e1e0fce67ba185a99790802929499cab152ea38e929296", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 507, "completion_tokens_details": {"reasoning_tokens": 450}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 299, "prompt_tokens": 683, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1190}}
{"key": "515a1f54f15b26becf4feaedc1188acbfebf50f89cf150a1f503135c18dae5d5", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Latency claim matters operationally, but connector coverage is critical; validate both hands-on against our thirty-vendor mix before signing.\"}", "sample": 0, "usage": {"completion_tokens": 262, "completion_tokens_details": {"reasoning_tokens": 214}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 194, "prompt_tokens": 706, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 968}}
{"key": "1455748397ab73baac6ca6b1aaa0a604d7dc1dd029dab1b53d418e0358f57f13", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Fennick confirms Corvel's 0.4 s latency on identical hardware, and trend speed is our operators' top complaint; a hands-on trial should validate it against our real queries and connector mix.\"}", "sample": 0, "usage": {"completion_tokens": 328, "completion_tokens_details": {"reasoning_tokens": 268}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 381, "prompt_tokens": 765, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1093}}
{"key": "e9975442b9747a378e785eee05e6eb7f4f78c998258e2e3ea95904aeb175055e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 18, \"weight_price\": 34, \"weight_support_and_uptime\": 21, \"weight_other\": 12, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 241, "completion_tokens_details": {"reasoning_tokens": 176}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 424, "prompt_tokens": 1064, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1305}}
{"key": "83348b98ed37371a7471de4fc6a59b6c5d9290367c0e9d77094f21147a5bf318", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":38,\"weight_connector_coverage\":18,\"weight_price\":20,\"weight_support_and_uptime\":14,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 94, "completion_tokens_details": {"reasoning_tokens": 42}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 527, "prompt_tokens": 1167, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1261}}
{"key": "1f01d409c6e078d33a64f2b489b53d9c9d02d405c34c4bfce7962624b891b796", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":25,\"weight_price\":30,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 391, "completion_tokens_details": {"reasoning_tokens": 345}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1070}}
{"key": "251d0635545b634ead4e53de54434604b921f8965d7c3872ead885b02e178411", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 35, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 20, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 431, "completion_tokens_details": {"reasoning_tokens": 374}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1110}}
{"key": "bf1e17b558bd6b02eaf1ad1e9d0fa5e43c1f3a7f4601b465abd15da7ab211bb3", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":20,\"weight_price\":32,\"weight_support_and_uptime\":13,\"weight_other\":20,\"relative_preference\":2,\"source_independence\":6}", "sample": 0, "usage": {"completion_tokens": 194, "completion_tokens_details": {"reasoning_tokens": 142}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 529, "prompt_tokens": 1169, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1363}}
{"key": "fdb1398ce03f1b0c2dbb5968fcee7643e4dced10102c0be4fd1c50d6592ffc27", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Both latency figures are vendor-measured on reference hardware; my operators' trend pain is the deciding factor, so I need to benchmark a 30-day/10,000-tag trend on my own sites and tags before signing, and I'll confirm Halvard's method and Corvel's equivalent number in the trial.\"}", "sample": 0, "usage": {"completion_tokens": 129, "completion_tokens_details": {"reasoning_tokens": 42}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 360, "prompt_tokens": 744, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 873}}
{"key": "5bf911967248076bb83a5300a0a4d42f663a4a6befdec87e0fc43edd533d25a7", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":40,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-3}", "sample": 0, "usage": {"completion_tokens": 289, "completion_tokens_details": {"reasoning_tokens": 242}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 970}}
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{"key": "620edafbf57719b3485be746cc69c174f255d11ccb54daebc1f23f9ccffd6717", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 50, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": -3, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 160, "completion_tokens_details": {"reasoning_tokens": 95}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1226}}
{"key": "422decd6bb8d4d93bcf9600eefe08d364473125fae535a47fd9c712db4e6a4ac", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 38, \"weight_price\": 20, \"weight_support_and_uptime\": 14, \"weight_other\": 8, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 213, "completion_tokens_details": {"reasoning_tokens": 148}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 495, "prompt_tokens": 1135, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1348}}
{"key": "6c44efe965bfa06b2db9d5821c79a6a58ccbea10f6a32880792a262426382d3b", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms the numbers; 140 native connectors cut integration work across our 30 vendors, and 1.9 s trends are acceptable\u2014so I'd validate Corvel's connectors in a hands-on trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 172, "completion_tokens_details": {"reasoning_tokens": 109}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 371, "prompt_tokens": 755, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 927}}
{"key": "28a8e9e101435a19ac3b236a897b7acc661580615ba4b128ec81eaddd6d12e6e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 30, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 15, \"relative_preference\": 1, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 266, "completion_tokens_details": {"reasoning_tokens": 201}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 535, "prompt_tokens": 1175, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1441}}
{"key": "57d1c7bd276ff9765b2c7d703d3ade54e6377f98ed221bf64ce2e537a9c46236", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty vendor systems, reducing custom integration work despite higher price and slower queries.\"}", "sample": 0, "usage": {"completion_tokens": 110, "completion_tokens_details": {"reasoning_tokens": 74}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 594}}
{"key": "9106c7fa84d8eb7d7e211df36555be30f61a23b425b4fc41bd28fa70e4626bc4", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"No new information changes the case: Halvard is cheaper, fast enough, and already in trial; validate it hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 381, "completion_tokens_details": {"reasoning_tokens": 334}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 266, "prompt_tokens": 650, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1031}}
{"key": "5ec27d7e00601e9652b71f71edf807b9729cb62c60ad05fa0a28dd2466e80765", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 36, \"weight_connector_coverage\": 14, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 20, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 255, "completion_tokens_details": {"reasoning_tokens": 190}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 491, "prompt_tokens": 1131, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1386}}
{"key": "d852e1f101abe48049892fed88251c47cb6899542c1d5269734a448b6aff8639", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing confirms both vendors' numbers, so the 140 native connectors still win across our thirty vendor systems; I'd trial Corvel hands-on before signing since Halvard's trial is already in hand.\"}", "sample": 0, "usage": {"completion_tokens": 118, "completion_tokens_details": {"reasoning_tokens": 59}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 377, "prompt_tokens": 761, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 879}}
{"key": "f844aec70d4f63ed6c6fcb824387c5fa338b06738a8b6a8d4020df8a85101761", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 38, \"weight_connector_coverage\": 18, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 14, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 202, "completion_tokens_details": {"reasoning_tokens": 137}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 489, "prompt_tokens": 1129, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1331}}
{"key": "4480c733e432480ffd9b6783d9f004d5dd280c9a94105e0a9cdde099df0bdd20", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":22,\"weight_connector_coverage\":25,\"weight_price\":28,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":0,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 396, "completion_tokens_details": {"reasoning_tokens": 344}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 480, "prompt_tokens": 1120, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1516}}
{"key": "35736b4e39949aff79289001a2539b91e773c75f47ee724b29e7fd9c55fe982e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 819, "completion_tokens_details": {"reasoning_tokens": 772}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 293, "prompt_tokens": 677, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1496}}
{"key": "09bc980f97bab2b99599f925277f6183506f34188777718410bb751deb5880ba", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 50, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": -3, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 131, "completion_tokens_details": {"reasoning_tokens": 66}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1311}}
{"key": "04ac47307029b6b9ae42c446dafaaa64133aa983bfaec70f0e89aeb7c3989c7d", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Its latency and price still fit our operators' biggest complaint, but I would validate the speed hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 212, "completion_tokens_details": {"reasoning_tokens": 164}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 256, "prompt_tokens": 640, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 852}}
{"key": "4bcd6e9dafd9d2d57d4cfc0044e92f5374fee0908b9a53da529144bf9bc09f99", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Neither\", \"why\": \"Nothing new; Halvard is $7k/site/year cheaper and the existing trial already covers it, so no extra trial is worth the delay.\"}", "sample": 0, "usage": {"completion_tokens": 248, "completion_tokens_details": {"reasoning_tokens": 196}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 274, "prompt_tokens": 658, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 906}}
{"key": "f652d2a8c329f22a7eb3ef4a2e10c982b5039cd13bb32ad1974990daf6c7a933", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"0.4s p95 latency directly fixes operators' slow trend complaints, and we're already trialing it.\"}", "sample": 0, "usage": {"completion_tokens": 431, "completion_tokens_details": {"reasoning_tokens": 394}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 913}}
{"key": "7d91db0a976cff01c881ff09d3067d097d57796e2d7469f32109b71100345da0", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover our thirty vendor mix with far less custom integration, and we already know it from the trial.\"}", "sample": 0, "usage": {"completion_tokens": 143, "completion_tokens_details": {"reasoning_tokens": 107}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 627}}
{"key": "848cf2262758eb9a0da4755e99c13c098fffbd5382aa384b2a89080299b85f64", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"1.9 s p95 is still workable; 140 native connectors save far more integration effort across our 30 vendors, but I'd verify latency on our own tags first.\"}", "sample": 0, "usage": {"completion_tokens": 167, "completion_tokens_details": {"reasoning_tokens": 112}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 324, "prompt_tokens": 708, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 875}}
{"key": "7a4044cd627437e868b2cd87773c47fcb023bdbc53a09296bcb53d6753cf3e3d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 130, "completion_tokens_details": {"reasoning_tokens": 77}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 412, "prompt_tokens": 1052, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1182}}
{"key": "b2a1e8811238a1a485140d6e94f951c0fe87ab649fc96cea14c5a498d438f22d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":43,\"weight_connector_coverage\":15,\"weight_price\":24,\"weight_support_and_uptime\":10,\"weight_other\":8,\"relative_preference\":-2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 330, "completion_tokens_details": {"reasoning_tokens": 277}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 483, "prompt_tokens": 1123, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1453}}
{"key": "5b591970cfa039902cb162451786906a918f600cc1949b19e916187677b07354", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Much faster trend queries (0.4s vs 1.9s p95) directly addresses operator complaints, and it's cheaper.\"}", "sample": 0, "usage": {"completion_tokens": 150, "completion_tokens_details": {"reasoning_tokens": 107}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 634}}
{"key": "91e6a636d219b4d65d7f0a0b0018af8e2fc06dfca16590fe95be74027fc5165f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 30, \"weight_price\": 30, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 291, "completion_tokens_details": {"reasoning_tokens": 226}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 488, "prompt_tokens": 1128, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1419}}
{"key": "d5436015851e68b69b19276f491c7f9be52ec1fc49dfd773172922a8861acc89", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent results confirm it is faster and cheaper, and its OPC UA path covers our remaining systems; I would validate site integration in the existing trial.\"}", "sample": 0, "usage": {"completion_tokens": 224, "completion_tokens_details": {"reasoning_tokens": 174}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 380, "prompt_tokens": 764, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 988}}
{"key": "a18d2a2f5a33c18b99e4d3659e67f55be42b8ab670ba533a2fcefbd5b285475c", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7k/site/year cheaper and has lower query latency, while OPC UA covers any missing connectors.\"}", "sample": 0, "usage": {"completion_tokens": 103, "completion_tokens_details": {"reasoning_tokens": 67}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 585}}
{"key": "854b0472f966e44b0ecd7c5641e14363e03322058a2baff0b9b37428befc351e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 40, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 503, "completion_tokens_details": {"reasoning_tokens": 446}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 292, "prompt_tokens": 676, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1179}}
{"key": "e74dc0589f931231a7abb5d36180d44ef09d2c7149fb0dd683c6d562ecfed3d7", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 45, \"weight_price\": 15, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 141, "completion_tokens_details": {"reasoning_tokens": 76}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1274}}
{"key": "38c86d93c58eca78d967191f251bc6211adafa21a90bbbb04675746c304f7680", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7k/site cheaper and the 1.9s latency is likely sufficient; finance needs no extra justification.\"}", "sample": 0, "usage": {"completion_tokens": 180, "completion_tokens_details": {"reasoning_tokens": 142}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 662}}
{"key": "cf5f3c68b4988d57b0b05acda9307f999ba34a6037618e8332cd4ff030154a8e", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard's speed advantage at lower price; I'd trial it hands-on since my team already knows Corvel Stream is slow.\"}", "sample": 0, "usage": {"completion_tokens": 171, "completion_tokens_details": {"reasoning_tokens": 117}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 242, "prompt_tokens": 754, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 925}}
{"key": "f834661ded94c4ec4a11c83382209f94ec03fb7fe32fdc9be9be6658c90d018b", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Latency complaint is the core problem and Corvel is 5x faster; extend our existing trial to confirm before signing.\"}", "sample": 0, "usage": {"completion_tokens": 209, "completion_tokens_details": {"reasoning_tokens": 161}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 260, "prompt_tokens": 644, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 853}}
{"key": "c4e6e6ebdc69a11d82f85a35a4d00d64d19336290352689f5aea42f0b6ac399c", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Halvard Historian\",\"why\":\"Still the better fit on connectors and latency; I'd put Halvard through a hands-on trial to sanity-check the price premium before signing.\"}", "sample": 0, "usage": {"completion_tokens": 201, "completion_tokens_details": {"reasoning_tokens": 154}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 261, "prompt_tokens": 645, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 846}}
{"key": "1400a5b42f0ca9ca403e93ddc8578ba948dbf961115958c952de27c7dae140c3", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Corvel still wins on both connector breadth and query latency, so I\u2019d validate it hands-on in our plants before signing.\"}", "sample": 0, "usage": {"completion_tokens": 318, "completion_tokens_details": {"reasoning_tokens": 274}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 330, "prompt_tokens": 714, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1032}}
{"key": "83aaf1c0cbb30dc319aa5933645a2e0881bb402426f09a7c7a0a74e05fd065e1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":42,\"weight_connector_coverage\":18,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 131, "completion_tokens_details": {"reasoning_tokens": 78}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 526, "prompt_tokens": 1166, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1297}}
{"key": "29521a0972933b9d18f68610daee9e001cae3ed28f8cb3b37ece6230dbef98ee", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Halvard Historian\",\"why\":\"Corvel's trial already gave hands-on exposure; I need to test Halvard's connectors and latency before committing.\"}", "sample": 0, "usage": {"completion_tokens": 454, "completion_tokens_details": {"reasoning_tokens": 411}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 261, "prompt_tokens": 645, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1099}}
{"key": "f8336f34345332e30289a563138c681b83e518522373004590123cce200cb292", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Cheaper and faster on paper; a hands-on trial would confirm the 46 native connectors cover our PLCs before finance signs off.\"}", "sample": 0, "usage": {"completion_tokens": 76, "completion_tokens_details": {"reasoning_tokens": 29}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 259, "prompt_tokens": 643, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 719}}
{"key": "3099ed4aa59013ff24f612a753ed8967f228dadc09c8019d6a069468dd4adfe8", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Operators' main complaint is slow trends, and Corvel's 0.4 s p95 latency directly addresses that despite the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 162, "completion_tokens_details": {"reasoning_tokens": 122}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 646}}
{"key": "1d7188e45a56900ef65c6753f7b34794842dbf2780fcdfe0bec166d73e0270b4", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cut custom integration across our many vendors, and 1.9 s p95 is acceptable.\"}", "sample": 0, "usage": {"completion_tokens": 146, "completion_tokens_details": {"reasoning_tokens": 111}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 630}}
{"key": "1aa64710fcc3bd47a32c6f445fea15df44e0c0fd8d3f32fcbac36fdbb5891714", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Same reasoning holds: latency is the operators' pain point and the price is lower.\"}", "sample": 0, "usage": {"completion_tokens": 198, "completion_tokens_details": {"reasoning_tokens": 166}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 268, "prompt_tokens": 652, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 850}}
{"key": "bf630a1d95c1eb8378692846515734d05ebb3307a75b3d77714987ee2094ec95", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Stick with the cheaper option but trial it first to confirm 1.9s latency and OPC UA coverage meet plant needs.\"}", "sample": 0, "usage": {"completion_tokens": 179, "completion_tokens_details": {"reasoning_tokens": 132}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 261, "prompt_tokens": 645, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 824}}
{"key": "5aaeba38325242f273a73f2005980475780ea0f44218fde447346547a994bfa4", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover our thirty-vendor mix far better, cutting custom integration work, and it is faster than Halvard.\"}", "sample": 0, "usage": {"completion_tokens": 99, "completion_tokens_details": {"reasoning_tokens": 61}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 583}}
{"key": "84b86d68b0e12eb563973513835dc01c1a5a1a9ff8cd926a37bf0885547613f6", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 40, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 200, "completion_tokens_details": {"reasoning_tokens": 135}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 421, "prompt_tokens": 1061, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1261}}
{"key": "43b49144428b0acaa52b9ed6c93d95a0e9b3ba8cb987c1f1789e86a10f461461", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"Halvard looks faster and cheaper, but I would trial both on our own tags to verify the latency claims before signing.\"}", "sample": 0, "usage": {"completion_tokens": 222, "completion_tokens_details": {"reasoning_tokens": 176}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 195, "prompt_tokens": 707, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 929}}
{"key": "635c1f836b6ca56725efe3344ebd5ef1a258e3deff892f5485089e745c0ab4e8", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent test confirms Corvel's 0.4s latency fixes our operators' main complaint; validate in our own plant before signing.\"}", "sample": 0, "usage": {"completion_tokens": 164, "completion_tokens_details": {"reasoning_tokens": 114}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 374, "prompt_tokens": 758, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 922}}
{"key": "ccbee9e09dd3c5dea06bd6302e751c7c5a47eaa6069b74186a47012159014973", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"The independent report just confirms both vendors' numbers, so nothing justifies an extra $35k a year across five sites; I'll finish trialling Halvard before signing.\"}", "sample": 0, "usage": {"completion_tokens": 546, "completion_tokens_details": {"reasoning_tokens": 487}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 388, "prompt_tokens": 772, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1318}}
{"key": "6e312236742f67638f4a82e0e260eca2e4ae840fc02c1ab080459062ef4a45b2", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent numbers confirm the trade-off I already weighed: paying more and tolerating 1.9 s latency is worth 140 native connectors against thirty vendor systems; I'd trial Corvel hands-on to verify its connector coverage in our plant before signing.\"}", "sample": 0, "usage": {"completion_tokens": 178, "completion_tokens_details": {"reasoning_tokens": 110}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 375, "prompt_tokens": 759, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 937}}
{"key": "8221568d83a5c88dce6cbc607816a8ce6153ced2a5976640c637223003578372", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 200, "completion_tokens_details": {"reasoning_tokens": 147}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 479, "prompt_tokens": 1119, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1319}}
{"key": "f11f9fa5beb592805e1c0b6edcfa7a6e34443c9dc08edef93bba3eec45753265", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":35,\"weight_price\":25,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 325, "completion_tokens_details": {"reasoning_tokens": 278}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 299, "prompt_tokens": 683, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1008}}
{"key": "a7521411feae8ad8ebbcf67717a384963e758b84ca955a5b84f3fae682d60013", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 464, "completion_tokens_details": {"reasoning_tokens": 407}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 299, "prompt_tokens": 683, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1147}}
{"key": "b6773e3b0bc4bc9d19b08cc021b2a2219719267ab0173036c1f2a67cd9006a11", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"It is cheaper and its latency claim is stronger; I would validate it on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 417, "completion_tokens_details": {"reasoning_tokens": 376}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 333, "prompt_tokens": 717, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1134}}
{"key": "f680f8eb2a88ca55a104c71c3db73bc83a1bb54709b48868fac47abab59ff59c", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent lab confirms Halvard is ~5x faster and cheaper; the 46 native connectors cover our standard PLC/SCADA, so I'd trial Halvard hands-on to confirm before signing.\"}", "sample": 0, "usage": {"completion_tokens": 143, "completion_tokens_details": {"reasoning_tokens": 79}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 382, "prompt_tokens": 766, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 909}}
{"key": "301a63d5e7ddc1e20eac715039c0fa8b7b0c8229290448a1bb800650f16c2a64", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms it is faster and $7k/site/year cheaper; I'd trial it to verify our legacy PLCs connect via OPC UA.\"}", "sample": 0, "usage": {"completion_tokens": 190, "completion_tokens_details": {"reasoning_tokens": 139}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 947}}
{"key": "1ab51a90dbd6607466e8b8be667b930135323d096ad04587a08e60402e70c8ba", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Independent data confirms Corvel's far broader native connector coverage, which is our main integration cost driver, but I'd verify both against our actual 30-vendor mix before signing.\"}", "sample": 0, "usage": {"completion_tokens": 340, "completion_tokens_details": {"reasoning_tokens": 288}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 375, "prompt_tokens": 759, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1099}}
{"key": "5bdf47d8bed9145fbb87ffae8cbf00f03dfa545f0ed386efb995e27ad4df034c", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Nothing changed; 140 native connectors still outweigh Halvard's faster queries and lower price.\",\"trial\":\"Halvard Historian\"}", "sample": 0, "usage": {"completion_tokens": 248, "completion_tokens_details": {"reasoning_tokens": 211}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 260, "prompt_tokens": 644, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 892}}
{"key": "1073bf832d1307910085a975c6c1396b454f20f3a03edfa05a19d44bbb6d6b3d", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Cheaper by $14k for two sites with better latency; Corvel's extra connectors are covered by OPC UA.\"}", "sample": 0, "usage": {"completion_tokens": 40, "completion_tokens_details": {"reasoning_tokens": 0}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 522}}
{"key": "f8357d8613abdca5e3946287559866bdaf1f8c3349b01965b0678c8174b6b684", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Latency matters, but 140 native connectors still outweigh it for our thirty vendors, so I'd sign Corvel after verifying both vendors' latency numbers on our own hardware.\"}", "sample": 0, "usage": {"completion_tokens": 102, "completion_tokens_details": {"reasoning_tokens": 51}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 328, "prompt_tokens": 712, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 814}}
{"key": "bf6cbc6db1acc7b87bdf032aa98b67325e0ca90ede37a1093feef4e733b5bbd0", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Connector coverage for our thirty-vendor mix still outweighs Halvard's lower price, and Corvel is already proven in our trial.\"}", "sample": 0, "usage": {"completion_tokens": 187, "completion_tokens_details": {"reasoning_tokens": 148}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 263, "prompt_tokens": 647, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 834}}
{"key": "c05789d5b50c7f10473a19f37fad3853c265c2d6a97286bd3297f7ca18218ada", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 40, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 273, "completion_tokens_details": {"reasoning_tokens": 208}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 535, "prompt_tokens": 1175, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1448}}
{"key": "44028f8e11433a1e33f89bfaff07325b27bb2dec5aa22d94f4c36d28982acacb", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":35,\"weight_price\":25,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 127, "completion_tokens_details": {"reasoning_tokens": 74}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 418, "prompt_tokens": 1058, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1185}}
{"key": "2754ece8db69394971c15fe20ada5a39dd8a93cd67bef487a8ec27bc1fd8d09e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 156, "completion_tokens_details": {"reasoning_tokens": 91}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 428, "prompt_tokens": 1068, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1224}}
{"key": "96bce910fc394a913a4ba67cfcf13443d87b7351bb618216d7c8c0caa20cbb56", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 277, "completion_tokens_details": {"reasoning_tokens": 220}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 956}}
{"key": "33fcbc90c749cabf626301e7f56ba6494bbca122075277bb1a3a28c328e37787", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Trend latency is the operators' top complaint, so Corvel's 0.4 s p95 wins, but I'd trial both against our real shift queries before signing.\"}", "sample": 0, "usage": {"completion_tokens": 457, "completion_tokens_details": {"reasoning_tokens": 406}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 265, "prompt_tokens": 649, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1106}}
{"key": "4036a3abbc096b46e163dcb22a0452a4214b04c4923be4302f371c40be3c1896", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Still the fastest trends by far on the published p95, which is exactly my operators' complaint.\"; \"trial\": \"Both\", \"why\": \"Benchmark both on our own plant data before signing.\"}", "sample": 0, "usage": {"completion_tokens": 242, "completion_tokens_details": {"reasoning_tokens": 185}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 327, "prompt_tokens": 711, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 953}}
{"key": "3d2d83f4e72fd655b0ef1a2d6da9c6bcddd1c0e2172bae2c824dd8dfaa2a20a4", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms the cheaper option's latency and connectors are adequate; trial validates our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 405, "completion_tokens_details": {"reasoning_tokens": 364}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 375, "prompt_tokens": 759, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1164}}
{"key": "7f06019184926dd62574c56d1ec332429055c6771131324d7dcfe34368297042", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still cheaper and faster; the latency claim is worth validating on our own tags and network in a short pilot before signing.\"}", "sample": 0, "usage": {"completion_tokens": 174, "completion_tokens_details": {"reasoning_tokens": 130}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 326, "prompt_tokens": 710, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 884}}
{"key": "c04fa039f6be5be2cdf01e4ca7e7079388c83e1c8eaf7ccad8ae2465eac72f8f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 100, "completion_tokens_details": {"reasoning_tokens": 35}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 542, "prompt_tokens": 1182, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1282}}
{"key": "1a72ee4869cf5f04c40a17b802736095564a3de255d663b1cab337e28498bd37", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":20,\"weight_price\":35,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 343, "completion_tokens_details": {"reasoning_tokens": 297}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1025}}
{"key": "6f381ddee93d8928038c8d137bd6fe455c43dbeb3604e7fe065e83e947fb40b5", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Halvard Historian\",\"why\":\"Corvel is still faster on paper and covers far more of our vendor mix, but 1.9 s is worth testing on our own tags, so I would trial Halvard hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 249, "completion_tokens_details": {"reasoning_tokens": 189}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 328, "prompt_tokens": 712, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 961}}
{"key": "4d94586e010eaa2a796203cf0d32420c52890f5f231ae9750507a3dbe78d8395", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Still cheaper and faster; trial validates OPC UA coverage before signing.\"}", "sample": 0, "usage": {"completion_tokens": 224, "completion_tokens_details": {"reasoning_tokens": 185}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 263, "prompt_tokens": 647, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 871}}
{"key": "3c5b13f216c7f1b45d50861ed791b104ad8c768f7befe4bd469cdce8e01b5478", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 163, "completion_tokens_details": {"reasoning_tokens": 98}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 424, "prompt_tokens": 1064, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1227}}
{"key": "cf295627dd942729a088bbe15e9afe83e6232a9b5cb410359f3bd1a807af4e64", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Halvard Historian\",\"why\":\"The independent numbers just confirm both vendors, so my deciding factor stays integration: 140 native connectors across roughly thirty vendors beats faster queries, but I'd trial Halvard to see whether OPC UA really covers its connector gap.\"}", "sample": 0, "usage": {"completion_tokens": 258, "completion_tokens_details": {"reasoning_tokens": 194}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 374, "prompt_tokens": 758, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1016}}
{"key": "1101551f3d89f63cf548be2af2180c77958441a12096e71d384f2561b3a41dfa", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 20, \"weight_price\": 37, \"weight_support_and_uptime\": 13, \"weight_other\": 10, \"relative_preference\": 1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 185, "completion_tokens_details": {"reasoning_tokens": 120}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 488, "prompt_tokens": 1128, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1313}}
{"key": "4afe039baa8c93b57238ca4d71276eda210b20a56c3049478c5bce1b82311abf", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms Corvel's latency lead, and our operators' top complaint is slow trends; our existing Corvel trial lets us verify it on real plant data before signing.\"}", "sample": 0, "usage": {"completion_tokens": 164, "completion_tokens_details": {"reasoning_tokens": 111}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 379, "prompt_tokens": 763, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 927}}
{"key": "42b27fb8a42a3f5af0dff54ab8c21fb60c2de43f6f20a16e9900ac826bc38658", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":35,\"weight_price\":25,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":6}", "sample": 0, "usage": {"completion_tokens": 184, "completion_tokens_details": {"reasoning_tokens": 131}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 532, "prompt_tokens": 1172, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1356}}
{"key": "1973e7885b8057b2f664e62a8d82ab40db23c069519d6ec00d946ab914001d49", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Halvard's message confirms latency matters, but its own 1.9 s is slower than Corvel's 0.4 s; I'd trial both on our tags before justifying the premium.\"}", "sample": 0, "usage": {"completion_tokens": 489, "completion_tokens_details": {"reasoning_tokens": 427}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 341, "prompt_tokens": 725, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1214}}
{"key": "d5312d8555470631d3d92b731e32adddad8f6571529cbf16dec4270945f34574", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Halvard Historian\",\"why\":\"The independent lab only confirms the vendor numbers, so the connector breadth and latency still favor Corvel; I would trial Halvard briefly to check whether OPC UA covers our remaining vendors before signing.\"}", "sample": 0, "usage": {"completion_tokens": 253, "completion_tokens_details": {"reasoning_tokens": 195}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 377, "prompt_tokens": 761, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1014}}
{"key": "7433734bbbc3dea83bf9ea9dfcfb9b2e23269d200dbf51cd641369a0456fa9c2", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"Halvard's latency claim is still vendor-measured on reference hardware \u2014 I'll benchmark it on our own tags, and use the remaining Corvel trial to compare side by side before signing.\"}", "sample": 0, "usage": {"completion_tokens": 370, "completion_tokens_details": {"reasoning_tokens": 309}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 335, "prompt_tokens": 719, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1089}}
{"key": "d077d4d496744c355a195ba3ccd4ab78f2f9b6ad6621f65e26781aba97d33a99", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 441, "completion_tokens_details": {"reasoning_tokens": 384}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1122}}
{"key": "3f5ac96ecc9b33f39cdc2186fbe1e713585d0fe6058fc3d50e2bc5689e88b18c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 103, "completion_tokens_details": {"reasoning_tokens": 38}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 538, "prompt_tokens": 1178, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1281}}
{"key": "b091dd8e902318ec4a8ea4ce800a3f750153d45166acca470fe9e94929a3b49e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":20,\"weight_price\":35,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 242, "completion_tokens_details": {"reasoning_tokens": 190}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 416, "prompt_tokens": 1056, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1298}}
{"key": "c89506f8749992860e1c8949ba96e5cfee8b70346a37285e5e7db75985932947", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard is faster and $14k cheaper for two sites; I've already had Corvel hands-on via the expiring trial, so trial Halvard before signing.\"}", "sample": 0, "usage": {"completion_tokens": 155, "completion_tokens_details": {"reasoning_tokens": 93}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 377, "prompt_tokens": 761, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 916}}
{"key": "48c4c6201435aba9d4592b6d19c1268818b2a72990666743ff9f33018c3990ab", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 38, \"weight_price\": 18, \"weight_support_and_uptime\": 15, \"weight_other\": 9, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 319, "completion_tokens_details": {"reasoning_tokens": 254}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 495, "prompt_tokens": 1135, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1454}}
{"key": "89ce8cf14b6c157950410225a864952d6a13fc166b25dc8c55d3ab4cc4c4be9d", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Their own pitch makes latency the deciding factor, so trial both on real operator trends before paying $14k/yr more.\"}", "sample": 0, "usage": {"completion_tokens": 294, "completion_tokens_details": {"reasoning_tokens": 253}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 328, "prompt_tokens": 712, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1006}}
{"key": "08855c396b27071438a135343f91538b4dd855395943eb26815e0468f7afcd25", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Halvard's own pitch puts latency first, and 0.4 s vs 1.9 s at p95 is a big gap for shift operators; I'll verify Corvel on our own tags in the existing trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 225, "completion_tokens_details": {"reasoning_tokens": 159}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 332, "prompt_tokens": 716, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 941}}
{"key": "0d2fcfbea6da83e47908d422bab600db0c9dcacadd5fef8acee0e9863e7b7457", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Halvard's latency number is vendor-measured on their hardware, and the 46-vs-140 connector gap still decides my integration effort.\"}", "sample": 0, "usage": {"completion_tokens": 234, "completion_tokens_details": {"reasoning_tokens": 187}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 327, "prompt_tokens": 711, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 945}}
{"key": "669c391d1fe0d1beba45f0576ef3479b9a4ac7c23fb3b2a7c8d87dc0a1b428c1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":33,\"weight_price\":24,\"weight_support_and_uptime\":14,\"weight_other\":9,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 212, "completion_tokens_details": {"reasoning_tokens": 159}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 485, "prompt_tokens": 1125, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1337}}
{"key": "4ab59bdcace6c1f5d93c79bce8b9b5e8067bb0d8aef79b7007c4765b67ef4523", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It meets our needs at $7k per site per year less; 1.9 s p95 is acceptable and 46 connectors should cover two sites.\"}", "sample": 0, "usage": {"completion_tokens": 258, "completion_tokens_details": {"reasoning_tokens": 214}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 740}}
{"key": "7c349912b536c8de8e7ea712195b1a616334fb42ccbe6e3b27a8dbd270618ca6", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Corvel is faster and its 140 native connectors fit our thirty-vendor mix; I would use the trial to validate those connectors before signing.\"}", "sample": 0, "usage": {"completion_tokens": 253, "completion_tokens_details": {"reasoning_tokens": 206}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 330, "prompt_tokens": 714, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 967}}
{"key": "6c595e26f100f3256c3c5ef64a18d29751b0a6478ceaca7b62b9c6498853a0fa", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":35,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 358, "completion_tokens_details": {"reasoning_tokens": 312}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1039}}
{"key": "aa037a1aba5f4a755d7b3f679958563736fc51302032ddd78495b4554ab4d88a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 10, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 601, "completion_tokens_details": {"reasoning_tokens": 544}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1280}}
{"key": "069f59deb262db919701afaf034df34de8757dd5d51ef586e4c4a2df84302cfc", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 461, "completion_tokens_details": {"reasoning_tokens": 404}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1140}}
{"key": "96b2f69e6f90e5598d497dde7492db8ce163f6c3e0c1e968b18b9286f276234b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 42, \"weight_connector_coverage\": 14, \"weight_price\": 19, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 178, "completion_tokens_details": {"reasoning_tokens": 113}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 491, "prompt_tokens": 1131, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1309}}
{"key": "9c3ef609ebe678ece7d9c1adb37eea230ebb77be73e52f2d2b51d4b8bd0a6126", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 12, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 25, \"weight_other\": 8, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 363, "completion_tokens_details": {"reasoning_tokens": 306}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1045}}
{"key": "8f0d1c34c892944b73fefb304fc5eb05ec20df5987a618bd560f8bb61d27ab43", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 265, "completion_tokens_details": {"reasoning_tokens": 200}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1331}}
{"key": "df410f6737d2341a2a4da0e4aafc99b45545bb2e9b3dd125826666c4dc547fd4", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Far faster trend queries (0.4s vs 1.9s) addresses our main complaint, and it's cheaper.\"}", "sample": 0, "usage": {"completion_tokens": 126, "completion_tokens_details": {"reasoning_tokens": 85}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 605}}
{"key": "0773805b0456b41b41caf5e9f28d3c79e1ca86f581c5d38cbbed80ae1792a8ad", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Its 0.4 s p95 trend latency directly fixes our operators' main complaint about slow trend screens.\"}", "sample": 0, "usage": {"completion_tokens": 114, "completion_tokens_details": {"reasoning_tokens": 78}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 593}}
{"key": "87e8b5c7a8272d01dc0debcf0857f9b51d0fadab3cf8d5b4a42e209bf36c9584", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":35,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 121, "completion_tokens_details": {"reasoning_tokens": 69}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 415, "prompt_tokens": 1055, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1176}}
{"key": "4e012b6af4b961c733ba3b4454e5a865a0fdae95efa18e0c10cd8e00b4962e12", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 292, "completion_tokens_details": {"reasoning_tokens": 235}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 971}}
{"key": "da1998609b567778bef0bba8cb6e1d0369d75094424fce030fd073a118355224", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 10, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 132, "completion_tokens_details": {"reasoning_tokens": 67}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 424, "prompt_tokens": 1064, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1196}}
{"key": "3dddb52b71d568dc742aab750605c35b7563123e92cb93a2e2d9562336012f75", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 12, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 25, \"weight_other\": 8, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 88, "completion_tokens_details": {"reasoning_tokens": 23}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 427, "prompt_tokens": 1067, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1155}}
{"key": "4d0c3d4fb34f0228df054a6c34ad0e4827f6c3674fb83b737dbba04d467cf35f", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Their latency point is fair but vendor-measured; I'd verify it on our own tags during the pilot before signing, and the price gap still decides it.\"}", "sample": 0, "usage": {"completion_tokens": 257, "completion_tokens_details": {"reasoning_tokens": 199}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 330, "prompt_tokens": 714, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 971}}
{"key": "d17bbd499973de888797549b8d9bc74e43b847972e7420ceb6e5706f40243562", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":45,\"weight_connector_coverage\":15,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 262, "completion_tokens_details": {"reasoning_tokens": 215}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 943}}
{"key": "9c966e10099dfb5fb63422a32e21b2a0b2d66efd264e39cfc128ba3540f3acc4", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 35, \"weight_price\": 25, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 690, "completion_tokens_details": {"reasoning_tokens": 633}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1371}}
{"key": "10da91cb581c6f981b549577b127d522d6111750c1477b764952e3d351145db7", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 328, "completion_tokens_details": {"reasoning_tokens": 271}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1009}}
{"key": "d9fc8c2c48871750f0df706a460b42eb434cfdd84b5ce20ca418e6b04347a0cc", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 257, "completion_tokens_details": {"reasoning_tokens": 192}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 424, "prompt_tokens": 1064, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1321}}
{"key": "1891b9f6e0900204b65eb7cb9aeb5d4ba341fee4fb35674de2a48980cbbb581a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 50, \"weight_connector_coverage\": 10, \"weight_price\": 18, \"weight_support_and_uptime\": 10, \"weight_other\": 12, \"relative_preference\": -3, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 65, "completion_tokens_details": {"reasoning_tokens": 0}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 538, "prompt_tokens": 1178, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1243}}
{"key": "9306afc0dcf0400b4a45df0450b68aa3bfa466458c216d8a3f756a5826b516d0", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Vendor-measured latency claims need to be proven on our own tags and ad-hoc queries before signing.\"}", "sample": 0, "usage": {"completion_tokens": 141, "completion_tokens_details": {"reasoning_tokens": 97}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 261, "prompt_tokens": 645, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 786}}
{"key": "990ea3f6240d1d41532baf6146275a666f823c6d712335bc43263fb66caedf2e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 114, "completion_tokens_details": {"reasoning_tokens": 49}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 424, "prompt_tokens": 1064, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1178}}
{"key": "60dba528ba03fe2487ca7cde50587f530899f91de0dbd46dba07f27c42b17f21", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 40, \"weight_price\": 25, \"weight_support_and_uptime\": 9, \"weight_other\": 8, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 296, "completion_tokens_details": {"reasoning_tokens": 231}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1476}}
{"key": "078ec759de2aa1e021bbb882d8f30c9948221fe4e05a9aa1d272b761916a973c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":30,\"weight_connector_coverage\":20,\"weight_price\":35,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 537, "completion_tokens_details": {"reasoning_tokens": 485}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 530, "prompt_tokens": 1170, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1707}}
{"key": "4c1de5a6890e8cb31e6a80a57bc18f997728b1208423dab1e73dfb6d6d2a1c34", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":45,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 413, "completion_tokens_details": {"reasoning_tokens": 366}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1094}}
{"key": "1f1690c7178ffa6a89db43c6f5ef4eca61ef9f07711d91ea386b85a42b712070", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still $7k per site cheaper; trial it to confirm 1.9 s latency and connector coverage are adequate for our two sites.\"}", "sample": 0, "usage": {"completion_tokens": 363, "completion_tokens_details": {"reasoning_tokens": 315}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 267, "prompt_tokens": 651, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1014}}
{"key": "d46d473bcdc8dc7b3fd5d8a0b985008e62a7845e81ae1c5dc147a7005082ddbc", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":38,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":12,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 169, "completion_tokens_details": {"reasoning_tokens": 117}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 529, "prompt_tokens": 1169, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1338}}
{"key": "abe24ac17c5531826acb09dc1f0ee64bb03d34d8c02953b8b29efe424691db4d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":45,\"weight_connector_coverage\":15,\"weight_price\":27,\"weight_support_and_uptime\":8,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 176, "completion_tokens_details": {"reasoning_tokens": 123}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 416, "prompt_tokens": 1056, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1232}}
{"key": "2b6cbeae1797dbe4158050dadde1fae10bb00f83af745fedb623a448b28df2f5", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 47, \"weight_price\": 18, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 152, "completion_tokens_details": {"reasoning_tokens": 87}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1218}}
{"key": "f2230ecc7d7a04885e99218ee766bf04501dc92becdc22b50b203665c8bd52e6", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 12, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 25, \"weight_other\": 8, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 261, "completion_tokens_details": {"reasoning_tokens": 196}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 541, "prompt_tokens": 1181, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1442}}
{"key": "e086db2aabba9ab9fb1fe0f3cb2c228954def391f938ae8781530f9617d7ecb5", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Nothing new changed the case: its much lower trend latency directly targets our operators' main complaint, so I\u2019d validate it hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 318, "completion_tokens_details": {"reasoning_tokens": 265}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 256, "prompt_tokens": 640, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 958}}
{"key": "235f5f5af14237e6fe3fb0e13d28ae71e9c639ac1bc35fd4c89789af1cc753d8", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 35, \"weight_price\": 25, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 225, "completion_tokens_details": {"reasoning_tokens": 160}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1291}}
{"key": "8d538796058b3bbdbcba1f8e47cfaf6057645f076c0913edc64a2811a5e23346", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 210, "completion_tokens_details": {"reasoning_tokens": 145}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 538, "prompt_tokens": 1178, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1388}}
{"key": "cb0bd2052fcff7c2963182ec205aceb69cc3cf3275f6bb02dc554d4c99886b75", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard's latency edge and lower price; trial it to validate operator trend experience before signing.\"}", "sample": 0, "usage": {"completion_tokens": 148, "completion_tokens_details": {"reasoning_tokens": 101}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 375, "prompt_tokens": 759, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 907}}
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{"key": "cf1e0d3e043d48ca603c06bf307b2e27e45a8f60fa0c2ad54bba47dc5bc5d46a", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Connector coverage wins on paper, but I want to prove real latency and connector depth in our own plant before signing.\"}", "sample": 0, "usage": {"completion_tokens": 150, "completion_tokens_details": {"reasoning_tokens": 105}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 254, "prompt_tokens": 638, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 788}}
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{"key": "d339064d86556fa7b7823fb9cc0f104f09b8dc62a131af6a7c79e39c5dd0de3b", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors better cover our thirty PLC/SCADA vendors and cut custom integration work.\"}", "sample": 0, "usage": {"completion_tokens": 146, "completion_tokens_details": {"reasoning_tokens": 115}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 630}}
{"key": "b474cc6dcbd237514afdece8beb11e915a18f61667e64f466e2fc2173f2915d1", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Nothing changed the math: Halvard is $7k/site cheaper and 4x faster, so I'd extend the existing trial to validate our specific PLC fleet before signing and let the Corvel option lapse.\"}", "sample": 0, "usage": {"completion_tokens": 194, "completion_tokens_details": {"reasoning_tokens": 126}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 280, "prompt_tokens": 664, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 858}}
{"key": "eb25075827f1daa2c23f060050641456311e7452d4076e7dc2e4b40d32ba7a4e", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty vendor systems, cutting custom integration work despite the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 118, "completion_tokens_details": {"reasoning_tokens": 84}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 602}}
{"key": "648e815b1da75e6a21529c5af0a5f3bf55f3d813dacf0c98a25d4f67188b5f12", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Halvard's message reinforces that latency matters, but its 1.9 s is still slower than Corvel's 0.4 s; I'd trial both to verify on our tags and hardware.\"}", "sample": 0, "usage": {"completion_tokens": 275, "completion_tokens_details": {"reasoning_tokens": 213}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 195, "prompt_tokens": 707, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 982}}
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{"key": "0a55e17e912892288a29e0d52cef2d1ec0a044dadc8635dca04b974eb7ae69ee", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Connector coverage still wins, but I would validate its claimed latency and connectors in our plant before signing.\"}", "sample": 0, "usage": {"completion_tokens": 212, "completion_tokens_details": {"reasoning_tokens": 173}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 259, "prompt_tokens": 643, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 855}}
{"key": "cc74e3f39da9746024e058f09723c5ecd1e2ceea2a2b14496320eb7b4c94a997", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Halvard's own message makes latency an operator-adoption issue, so I would hands-on test both before justifying any premium over the cheaper option.\"}", "sample": 0, "usage": {"completion_tokens": 387, "completion_tokens_details": {"reasoning_tokens": 341}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 334, "prompt_tokens": 718, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1105}}
{"key": "3a9aeaf8fa213658568866de80589fe2b38e25bfbbb7fffbcb49eada21f2186b", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Cheaper and faster, with enough connectors for our sites.\"}", "sample": 0, "usage": {"completion_tokens": 99, "completion_tokens_details": {"reasoning_tokens": 75}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 582}}
{"key": "4f5ac5f1f49e90d600f30e181a1a8638f609ca9792be54f4c2b7c2d6c0cccedb", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"No new evidence justifies the Corvel premium, and I would validate Halvard in the expiring trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 163, "completion_tokens_details": {"reasoning_tokens": 120}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 263, "prompt_tokens": 647, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 810}}
{"key": "5d32094292da84bc840212126997b0ba074703b5f306ec4faa9221532ce66aec", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 252, "completion_tokens_details": {"reasoning_tokens": 187}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 491, "prompt_tokens": 1131, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1383}}
{"key": "29bb4e6384c75a7622c3e2b7a934ce3166e385454a670b393b9a095a5401bee1", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Corvel best addresses the operators' slow-trend complaint, but I'd trial it hands-on to validate the latency claim in our own environment before signing.\"}", "sample": 0, "usage": {"completion_tokens": 140, "completion_tokens_details": {"reasoning_tokens": 91}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 259, "prompt_tokens": 643, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 783}}
{"key": "96e745584865afbbb39bb3d78a799e5c59267e61fe1d29ff3f00483d2013acf3", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent data confirms the 140-connector advantage; 1.9 s p95 is acceptable, so I'd trial it to verify coverage and latency on our real tags.\"}", "sample": 0, "usage": {"completion_tokens": 264, "completion_tokens_details": {"reasoning_tokens": 205}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 240, "prompt_tokens": 752, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1016}}
{"key": "d18ac61a2c7d38b322fb6b93632cb5b52b75c6a75736e8ca577c3e57360c1bb5", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"The independent lab confirms Halvard's latency and price advantage, so I'd extend our existing Halvard trial to validate it in our own plant before signing and skip Corvel's $7k/site premium.\"}", "sample": 0, "usage": {"completion_tokens": 139, "completion_tokens_details": {"reasoning_tokens": 72}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 394, "prompt_tokens": 778, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 917}}
{"key": "b9d69ba3ee2a2caf4ce75f36d8a388f7a5ffe524c15d8a4d1ac92e8fc4a11cc8", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Operators' main complaint is slow trends, and Corvel's 0.4 s latency is far better than Halvard's 1.9 s.\"}", "sample": 0, "usage": {"completion_tokens": 118, "completion_tokens_details": {"reasoning_tokens": 75}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 600}}
{"key": "c255e062d5d0c925798294e1a26f0f18de346ba2641caf56429707c7e0365003", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 224, "completion_tokens_details": {"reasoning_tokens": 159}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 421, "prompt_tokens": 1061, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1285}}
{"key": "6c5e67a7bc7074430e02d4026c20af6c7437391d94411d3220eecc4f29125a5c", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms the faster queries and broader connector count, so I'd trial Corvel to verify its 140 connectors actually cover our thirty-vendor mix.\"}", "sample": 0, "usage": {"completion_tokens": 188, "completion_tokens_details": {"reasoning_tokens": 139}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 945}}
{"key": "8705b73959c13c74f877442d2815473e29a2d943cae5bd436c845ff00429fad4", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Its p95 latency claim directly targets our operators' complaint at lower cost, but vendor-measured numbers need proving on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 238, "completion_tokens_details": {"reasoning_tokens": 183}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 274, "prompt_tokens": 658, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 896}}
{"key": "acb7f7e0a30bd667c8a8b2ca4631633650af86eb856633eae88de52f7edd7323", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Much faster trend queries address operators' main complaint, and it costs less per site.\"}", "sample": 0, "usage": {"completion_tokens": 157, "completion_tokens_details": {"reasoning_tokens": 128}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 639}}
{"key": "0ee21c87ccaa2bcb33254a94a94e3545c701fab636504ef310a6ec2a868ef0c4", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-3}", "sample": 0, "usage": {"completion_tokens": 215, "completion_tokens_details": {"reasoning_tokens": 168}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 292, "prompt_tokens": 676, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 891}}
{"key": "2a7eba98ca1d4803202c3634899cf09bb3f7f0c0c070d45d75ca210c3afe6bbb", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Cheaper option fits tight budget and meets requirements.\"}", "sample": 0, "usage": {"completion_tokens": 286, "completion_tokens_details": {"reasoning_tokens": 261}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 769}}
{"key": "0bd065fcd172259a304f79f9ea65885acd1db591c11c053071f45c0af5fe1282", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Corvel Stream\",\"why\":\"Still cheaper and faster; a short Corvel trial gives finance evidence we compared both.\"}", "sample": 0, "usage": {"completion_tokens": 315, "completion_tokens_details": {"reasoning_tokens": 279}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 248, "prompt_tokens": 632, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 947}}
{"key": "12313076fc923ab01787509362ce7d3aa3dfbb88e9612132f9a3d18fd0ccc51f", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing confirms Corvel's 0.4 s latency, directly addressing our operators' complaint; I'd validate it hands-on in our own site trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 113, "completion_tokens_details": {"reasoning_tokens": 61}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 870}}
{"key": "3186255965c12e87c8ccf4cd8beb9dc9dc6abaf7c721f6019eb1e045954fb4c7", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Still favor its much broader native connector coverage to avoid custom integration work, but trial it hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 427, "completion_tokens_details": {"reasoning_tokens": 387}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 256, "prompt_tokens": 640, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1067}}
{"key": "5c93241027eea0437fd812e380d6519676476825d00c73c6f94599226494766c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-3,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 86, "completion_tokens_details": {"reasoning_tokens": 33}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 411, "prompt_tokens": 1051, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1137}}
{"key": "ef94f7e4d74aa011f363362d89b991e6454cee02a3ff0d93211111e5fab52e64", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 42, \"weight_connector_coverage\": 18, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 204, "completion_tokens_details": {"reasoning_tokens": 139}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 535, "prompt_tokens": 1175, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1379}}
{"key": "4bdcc52107cf97dd54a159ca19e2fd5ba6ab0b5128cad00a164ff46ea48e66f4", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent lab confirms Halvard's latency edge and lower price, so I'd trial it on our own tags to verify the trend screens before signing.\"}", "sample": 0, "usage": {"completion_tokens": 98, "completion_tokens_details": {"reasoning_tokens": 44}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 388, "prompt_tokens": 772, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 870}}
{"key": "5ba7f36f3c5065eb45a87c3027ec6f744f4710a54fb265ea07bda0613d558942", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Both latency claims are vendor-measured; must benchmark on our own tags and confirm connector coverage for our 30-vendor mix.\"}", "sample": 0, "usage": {"completion_tokens": 213, "completion_tokens_details": {"reasoning_tokens": 164}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 193, "prompt_tokens": 705, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 918}}
{"key": "4ed644113329211aa81798df4e813ba8cac2720c2900eaac6fe07b81b19cf82f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 519, "completion_tokens_details": {"reasoning_tokens": 462}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1198}}
{"key": "3a805d5bad58031992556b2a4d1741d09a0247a43c19a5291bc224f60020fd07", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Halvard's own latency pitch favors Corvel (0.4s vs 1.9s), and 140 native connectors cover my thirty vendors; I'll verify both on our hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 184, "completion_tokens_details": {"reasoning_tokens": 127}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 326, "prompt_tokens": 710, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 894}}
{"key": "79b6a1b6a824915f73928c3ee4ff0358b5275e4ecebe7890fa3380d5f6c331ac", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Connector coverage still outweighs price, but I would validate Corvel hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 448, "completion_tokens_details": {"reasoning_tokens": 411}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 259, "prompt_tokens": 643, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1091}}
{"key": "825b02f5d9b841b686f9e288068537a8a111165cc7a31ac007f64cefe574ab58", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover our thirty-vendor mix and avoid costly custom integration; the 1.9 s p95 latency is acceptable.\"}", "sample": 0, "usage": {"completion_tokens": 190, "completion_tokens_details": {"reasoning_tokens": 150}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 670}}
{"key": "820a43ad13fb169013a1464ceb876f22e963546c09acda99127c39e252592b02", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Halvard Historian\",\"why\":\"Latency still decides it for our operators, but a hands-on trial of Halvard is worth running to confirm its slower trends are truly unacceptable before signing.\"}", "sample": 0, "usage": {"completion_tokens": 332, "completion_tokens_details": {"reasoning_tokens": 282}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 266, "prompt_tokens": 650, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 982}}
{"key": "2cfdace1cc6f7b0060547225eb014b683f2a949d1bd2f19a330d924b29746f0c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":42,\"weight_connector_coverage\":20,\"weight_price\":18,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-3,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 102, "completion_tokens_details": {"reasoning_tokens": 49}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 525, "prompt_tokens": 1165, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1267}}
{"key": "38547f65c9664d22503c1f009f4bbe70505ea5dda33162fe043f1a6edfceda1b", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard is cheaper and 4x faster; trial will verify it covers our PLCs.\"}", "sample": 0, "usage": {"completion_tokens": 161, "completion_tokens_details": {"reasoning_tokens": 119}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 362, "prompt_tokens": 746, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 907}}
{"key": "385fa11b475bfad48dc065760b21e062c3fd02543d1c173ea2f4febfd547ac24", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"Halvard is still cheaper and faster, but I would benchmark both on our own tags and hardware before signing to verify the latency claims.\"}", "sample": 0, "usage": {"completion_tokens": 417, "completion_tokens_details": {"reasoning_tokens": 368}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 347, "prompt_tokens": 731, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1148}}
{"key": "516414f1cd264e974d026a4e8c189c0e19cbfd3b4f4e96fba7c5d32defb32aa0", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Cheaper and meets needs; validate existing trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 284, "completion_tokens_details": {"reasoning_tokens": 247}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 249, "prompt_tokens": 633, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 917}}
{"key": "c9eb3cda0f84e4d9a3e37c3a85fc5440012e23a13880b11707c3d96e825dcb1f", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Connector coverage vs. latency and price need hands-on validation against our vendor mix before committing.\"}", "sample": 0, "usage": {"completion_tokens": 36, "completion_tokens_details": {"reasoning_tokens": 0}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 261, "prompt_tokens": 645, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 681}}
{"key": "c4e3a3f34fafc56ed4a1fbad644b565a81185a751faee09ad445b4482e99cfbb", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"The latency and price advantages still address our main operator complaint, but I would trial Halvard hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 403, "completion_tokens_details": {"reasoning_tokens": 360}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 252, "prompt_tokens": 636, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1039}}
{"key": "f0fef67806b44de31dc25ae79cf8525db389caf5c54f443f2fbac91c36feba6e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 38, \"weight_support_and_uptime\": 12, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 124, "completion_tokens_details": {"reasoning_tokens": 59}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 424, "prompt_tokens": 1064, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1188}}
{"key": "3f033344060967ce2c81d1904ee36a786d1cace606b0d64a284d0af6a05453be", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 43, \"weight_connector_coverage\": 20, \"weight_price\": 18, \"weight_support_and_uptime\": 10, \"weight_other\": 9, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 213, "completion_tokens_details": {"reasoning_tokens": 148}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 488, "prompt_tokens": 1128, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1341}}
{"key": "1186fbdc70947ecbed01fe0200c0c6ca7b8909364de1e60e97de1c388225fc7d", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"The independent test confirms the same gap, but Corvel's $21k/year premium across three sites is not finance-justifiable for our needs; I would validate Halvard on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 684, "completion_tokens_details": {"reasoning_tokens": 622}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 377, "prompt_tokens": 761, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1445}}
{"key": "80e2774d5ba8cf2bcc7bf8ea1a9a24682e38d9e19518333efae17e16d1bb986f", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms Corvel's 0.4 s latency, which directly fixes my operators' slow-trend complaint; I'd finish validating it on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 159, "completion_tokens_details": {"reasoning_tokens": 105}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 380, "prompt_tokens": 764, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 923}}
{"key": "9dd0bef8383bac2825a61988956278d5c8c3fa7c30f552ba44362acd9a9eeeeb", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent results confirm the latency and connector figures, and 140 native connectors still cut the most integration work across our thirty vendors; I would trial Corvel before signing.\"}", "sample": 0, "usage": {"completion_tokens": 175, "completion_tokens_details": {"reasoning_tokens": 124}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 932}}
{"key": "83a72043f1d7100cb56ae15a7db8a48328bc107781b4b9c19840070b758e12c5", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 235, "completion_tokens_details": {"reasoning_tokens": 178}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 915}}
{"key": "d1c0e994d5dcf8409eede750a1000f8292fbe971c8417fc3e46537b2007cdef1", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"Latency is exactly our pain point, but 0.4 s is a vendor figure on reference hardware \u2014 I want Halvard side by side with our Corvel trial on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 357, "completion_tokens_details": {"reasoning_tokens": 294}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 341, "prompt_tokens": 725, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1082}}
{"key": "5d2f121103410a709684a34f385f6efd0709cd43a11dd15782117277b7bfe3ad", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms the numbers, so 140 native connectors still wins for our thirty-vendor mix; latency of 1.9 s is tolerable, and I'd trial Corvel to verify its connectors actually cover our odd PLCs.\"}", "sample": 0, "usage": {"completion_tokens": 398, "completion_tokens_details": {"reasoning_tokens": 333}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 242, "prompt_tokens": 754, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1152}}
{"key": "758bf02202d73fdfb63388217d91751b1ed3073e350742fe642b7c333e2bca69", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 297, "completion_tokens_details": {"reasoning_tokens": 240}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 977}}
{"key": "33363cdb8f9be6e3122f7286ec9f38dfaca04f0a55c3176345e11264ebc12311", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":45,\"weight_connector_coverage\":20,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-3,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 209, "completion_tokens_details": {"reasoning_tokens": 156}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 478, "prompt_tokens": 1118, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1327}}
{"key": "96d49dcef28ca669bb561d70cb4ed038a56deef954cd8aa0ec012e4711d30ef3", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Still cheaper and faster; trial both to verify latency and connector fit.\"}", "sample": 0, "usage": {"completion_tokens": 178, "completion_tokens_details": {"reasoning_tokens": 147}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 315, "prompt_tokens": 699, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 877}}
{"key": "29d5f22e15c9da4eaa23119af844dd545ad2895e5037a0b1128903802aa6f146", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 158, "completion_tokens_details": {"reasoning_tokens": 93}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 538, "prompt_tokens": 1178, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1336}}
{"key": "f512e883ea2c77cf245cc0acdc9964f2ccb46e86dcb53115bd08e1f34833b981", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty-vendor mix, cutting custom integration work, and the faster queries are worth the added cost.\"}", "sample": 0, "usage": {"completion_tokens": 143, "completion_tokens_details": {"reasoning_tokens": 102}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 623}}
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{"key": "33c065536189f7b9702950395833bccbb91b980c8618457f4af39ebc0d837987", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Fastest trend latency (0.4s vs 1.9s) directly fixes operator complaints, and it's cheaper; 46 native connectors plus OPC UA cover our needs.\"}", "sample": 0, "usage": {"completion_tokens": 173, "completion_tokens_details": {"reasoning_tokens": 120}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 485, "prompt_tokens": 485, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 658}}
{"key": "e7263bb60d378611a4692c6853325748a522a897dc8f8316d3e6fc79a4b512ab", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 38, \"weight_price\": 24, \"weight_support_and_uptime\": 14, \"weight_other\": 6, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 153, "completion_tokens_details": {"reasoning_tokens": 88}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 422, "prompt_tokens": 1062, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1215}}
{"key": "dd617f766e122e5d7ee82d177a564b8d1913d7aa43b4d83fa25a5826077357a3", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 208, "completion_tokens_details": {"reasoning_tokens": 143}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 536, "prompt_tokens": 1176, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1384}}
{"key": "ced7c6a203af6824fb371b4ac81e2157f16374138e5a8e566b4ebf5afb4e5f61", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":18,\"weight_connector_coverage\":22,\"weight_price\":38,\"weight_support_and_uptime\":12,\"weight_other\":10,\"relative_preference\":1,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 179, "completion_tokens_details": {"reasoning_tokens": 127}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 528, "prompt_tokens": 1168, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1347}}
{"key": "d7186679cd19f7124c070e2b635dc99ce82c7b1f5e0f07ae02863ac7990804c2", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Operators' main complaint is slow trend screens, and Corvel's 0.4 s p95 latency is far better despite the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 146, "completion_tokens_details": {"reasoning_tokens": 105}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 485, "prompt_tokens": 485, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 631}}
{"key": "b5ec68c082a0729215ad01da9654cc482be6c5b982485db4c3eb3a600e11cbab", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Connector coverage still decides it; validate Corvel hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 367, "completion_tokens_details": {"reasoning_tokens": 329}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 258, "prompt_tokens": 642, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1009}}
{"key": "26e4cedb8a9241fdd49d032403241ab88ff958c37131de3113373f2aeb144e7d", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Cheaper option meets needs; latency and connector differences don't justify $7k extra per site.\"}", "sample": 0, "usage": {"completion_tokens": 269, "completion_tokens_details": {"reasoning_tokens": 234}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 751}}
{"key": "6571caa48de17b7cd625c90ee6ab0074079e0b1762591d6b88ce8b30d4a96539", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 36, \"weight_price\": 24, \"weight_support_and_uptime\": 12, \"weight_other\": 8, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 65, "completion_tokens_details": {"reasoning_tokens": 0}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 536, "prompt_tokens": 1176, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1241}}
{"key": "76883d0aa6a7465aab182de7e50b6cd25186107dc80fd3ce19265fc787d726f5", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 38, \"weight_price\": 18, \"weight_support_and_uptime\": 15, \"weight_other\": 9, \"relative_preference\": -1, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 346, "completion_tokens_details": {"reasoning_tokens": 281}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1479}}
{"key": "7c228ff88ad88e6afb7e4f461fb976d2bc8fc76ef425e48a4f459881937ba5c4", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 22, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 156, "completion_tokens_details": {"reasoning_tokens": 91}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 535, "prompt_tokens": 1175, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1331}}
{"key": "f4b5a0d1c25666b56c5d3c3ab07ab905fef74a8d4923b090fc13be9159f68326", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Its wider native connector coverage reduces custom integration across our thirty vendor systems.\"}", "sample": 0, "usage": {"completion_tokens": 271, "completion_tokens_details": {"reasoning_tokens": 234}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 256, "prompt_tokens": 640, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 911}}
{"key": "a3d51da113abaeaba9ae1dd3915aeefcd2c3fc2befce50f5425de75ce261fd72", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"No new evidence changes the case: Halvard is cheaper with better latency, so I would trial it before signing.\"}", "sample": 0, "usage": {"completion_tokens": 238, "completion_tokens_details": {"reasoning_tokens": 195}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 256, "prompt_tokens": 640, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 878}}
{"key": "e371671789f86cf446ba43b82dc046c32c2666754212386f169f143e7fe5cdbd", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Their numbers come from reference hardware, so I need to time 30-day trends on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 178, "completion_tokens_details": {"reasoning_tokens": 138}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 194, "prompt_tokens": 706, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 884}}
{"key": "a97d4f8681066711111ca2a7e1d49405f2a5ecc4a8c1ec65a143ae6be2794160", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 38, \"weight_price\": 24, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -1, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 167, "completion_tokens_details": {"reasoning_tokens": 102}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 489, "prompt_tokens": 1129, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1296}}
{"key": "852ac9376f74106a3ec9e2ba11eff53e4fd9c701f5164d44a73ff7bb1653b54a", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Still the cheaper fit; nothing new changes the $7k per-site gap that finance would question.\", \"trial\": \"Halvard Historian\"}", "sample": 0, "usage": {"completion_tokens": 156, "completion_tokens_details": {"reasoning_tokens": 112}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 258, "prompt_tokens": 642, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 798}}
{"key": "03d652e81de40d055f17a08e84adaaa1e825c1f97eb2398dc43bb9945097784f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":18,\"weight_connector_coverage\":20,\"weight_price\":37,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 212, "completion_tokens_details": {"reasoning_tokens": 160}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 481, "prompt_tokens": 1121, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1333}}
{"key": "772eca4cf8d3929db8e0d108764a434f80b1f54d9bc024992679bc97fccfe3a9", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 20, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 381, "completion_tokens_details": {"reasoning_tokens": 324}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 292, "prompt_tokens": 676, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1057}}
{"key": "f6f41549f6caaed1274ed92dee10bc6e0a67e1e338ff9f964685ef5290e49d99", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Halvard's message makes latency the deciding factor, and Corvel's 0.4 s beats 1.9 s \u2014 but I'd trial Corvel hands-on to confirm that number holds on our hardware and tags.\"}", "sample": 0, "usage": {"completion_tokens": 315, "completion_tokens_details": {"reasoning_tokens": 247}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 192, "prompt_tokens": 704, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1019}}
{"key": "a60ca77c9d969caf275812ac0b1f45762089d8255aa917e6188dba9d1feffcee", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Nothing changed the comparison; Halvard wins on trend latency and price, and I'd use the remaining trial weeks to verify 0.4s against our real operator queries before signing.\"}", "sample": 0, "usage": {"completion_tokens": 259, "completion_tokens_details": {"reasoning_tokens": 197}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 279, "prompt_tokens": 663, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 922}}
{"key": "bc3c6813a886446d5af2dadeedf5eafef58aa0fccc6333b86637cc588856e773", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent results match the vendor claims; I'd trial Corvel to confirm its connectors actually cover our thirty vendor systems before paying the premium.\"}", "sample": 0, "usage": {"completion_tokens": 185, "completion_tokens_details": {"reasoning_tokens": 135}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 372, "prompt_tokens": 756, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 941}}
{"key": "1edce03621476dda6adabf01b5c8a6f6116c7353bc914bc90bf8b108ab85a05c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 50, \"weight_connector_coverage\": 25, \"weight_price\": 12, \"weight_support_and_uptime\": 5, \"weight_other\": 8, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 386, "completion_tokens_details": {"reasoning_tokens": 321}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 491, "prompt_tokens": 1131, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1517}}
{"key": "94a0afae7d1814f9f71344e19d4b4df37931d659af2ce32c1444d537553ac2ea", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 36, \"weight_price\": 23, \"weight_support_and_uptime\": 14, \"weight_other\": 7, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 198, "completion_tokens_details": {"reasoning_tokens": 133}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 489, "prompt_tokens": 1129, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1327}}
{"key": "6678e8839b5a764d490154f6702fb568a26f4355695fa3db626b64b3e2c6f31d", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Corvel's latency claim fits our main pain point, but it is vendor-measured, so I would validate both on our own trend queries before signing.\"}", "sample": 0, "usage": {"completion_tokens": 356, "completion_tokens_details": {"reasoning_tokens": 307}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 267, "prompt_tokens": 651, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1007}}
{"key": "bb95b2eacc9f25c063eb7f8ad6189be591e20459566cfb1fab5767e7a22ab922", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover our thirty-vendor plant mix with far less custom integration, and the faster queries justify the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 175, "completion_tokens_details": {"reasoning_tokens": 137}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 485, "prompt_tokens": 485, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 660}}
{"key": "b0146e467d7c5a5ac4a2f9011ab7a6ab433b22448c5b01ad9b0dbd146837bc0c", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Native connectors for 140 systems reduce custom integration for our 30 vendors, outweighing price and latency.\"}", "sample": 0, "usage": {"completion_tokens": 560, "completion_tokens_details": {"reasoning_tokens": 525}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 485, "prompt_tokens": 485, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 1045}}
{"key": "1f4769a15363827c7677193cec82b379261fc95c4eafac0fdc43aa30260e8b15", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent lab confirms Halvard is cheaper and 4-5x faster; trial to verify its 46 connectors cover our PLCs before signing.\"}", "sample": 0, "usage": {"completion_tokens": 144, "completion_tokens_details": {"reasoning_tokens": 95}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 242, "prompt_tokens": 754, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 898}}
{"key": "5817b1cd0ea006a97a3817f664148f0b49c871031b72e498df8cc6d32a0101c8", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent lab confirms the latency gap and lower price; my existing Halvard trial lets me validate trend speed with operators before it expires next month.\"}", "sample": 0, "usage": {"completion_tokens": 116, "completion_tokens_details": {"reasoning_tokens": 63}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 393, "prompt_tokens": 777, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 893}}
{"key": "9d627a6ad3a3c4c6e38a786fd6d98712ac4d3f05ade341a44959d63492be849c", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent data confirms 140 native connectors outweigh the latency gap, but I'd trial it against our real PLC mix before signing.\"}", "sample": 0, "usage": {"completion_tokens": 190, "completion_tokens_details": {"reasoning_tokens": 142}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 242, "prompt_tokens": 754, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 944}}
{"key": "4530d033bceab126994f03d63818a2b06a4129fdf12b1d8c6339029d55faebc2", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 20, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 133, "completion_tokens_details": {"reasoning_tokens": 68}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 421, "prompt_tokens": 1061, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1194}}
{"key": "35e82eeb0d4fe6c85a657a78ed159edc7149e2a676f59aecfc65b3c78abf3618", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7k per site cheaper, meets our needs, and our team already knows it from the trial.\"}", "sample": 0, "usage": {"completion_tokens": 183, "completion_tokens_details": {"reasoning_tokens": 148}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 667}}
{"key": "6deb49c7570f0cca627228a804c53b07615ceef73c77651f5c8487d594730b7e", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"It is $7,000 per site cheaper, our trial is already in place, and its connectors and latency are sufficient for our needs.\"}", "sample": 0, "usage": {"completion_tokens": 147, "completion_tokens_details": {"reasoning_tokens": 104}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 631}}
{"key": "fbd80dd1822f2e29eb75cfdcaae668194eddce4785bc1662e1102950f4491bea", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 295, "completion_tokens_details": {"reasoning_tokens": 230}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 488, "prompt_tokens": 1128, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1423}}
{"key": "7fe905615e30350eed84640e2746e4928824a18bc9ff6b1641f74fcf68f06b8a", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test just confirms the vendor numbers; trial Halvard to check 1.9 s is tolerable before paying $7k/yr more per site.\"}", "sample": 0, "usage": {"completion_tokens": 230, "completion_tokens_details": {"reasoning_tokens": 175}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 372, "prompt_tokens": 756, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 986}}
{"key": "456584203f0f744b2a3d909cd97917e0893a7145655214547d39ca88e3e43737", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Slow trend screens are our operators' main complaint, and 0.4 s versus 1.9 s p95 buys real relief for the extra cost.\"}", "sample": 0, "usage": {"completion_tokens": 112, "completion_tokens_details": {"reasoning_tokens": 66}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 596}}
{"key": "a79cd3ed74a2a05e76f7cbb682ba562afad3be1484586d3347c17f6fbe433679", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Faster trends (0.4s vs 1.9s) solve operator complaints, lower cost, and we already know it from the trial.\"}", "sample": 0, "usage": {"completion_tokens": 213, "completion_tokens_details": {"reasoning_tokens": 167}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 697}}
{"key": "a284c6e51b6301d2e39ee769662bff56bf92014d189e911ede0b7bed798d9cfa", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent Fennick testing confirms Corvel's 0.4 s latency on our exact query pattern, which addresses operators' main complaint; it's worth the $7k premium, but I'd hands-on trial it before signing since my current trial is Halvard.\"}", "sample": 0, "usage": {"completion_tokens": 129, "completion_tokens_details": {"reasoning_tokens": 57}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 381, "prompt_tokens": 765, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 894}}
{"key": "4421b87544e74d7878e275ed45a0a0a1449438a751d32f1edc838ac74499a2a1", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Halvard's latency argument favors Corvel's 0.4 s, and its 140 native connectors avoid integration work across our thirty vendor systems.\"}", "sample": 0, "usage": {"completion_tokens": 260, "completion_tokens_details": {"reasoning_tokens": 207}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 325, "prompt_tokens": 709, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 969}}
{"key": "0bf53cef30d9cf5e343cf2a95633b824da2efab541f450c760fa3c7cf5d6cda5", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": -1}", "sample": 0, "usage": {"completion_tokens": 279, "completion_tokens_details": {"reasoning_tokens": 222}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 959}}
{"key": "f5755ed94f9c4a07f992827667dc07be87b208a6666195a6ac410d4d82573b3c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 20, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 104, "completion_tokens_details": {"reasoning_tokens": 39}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 535, "prompt_tokens": 1175, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1279}}
{"key": "b83a07fcc800db7fb27b1e9e3990ec38ef06a188c980cb3bd97e6eab5faf8f62", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 3}", "sample": 0, "usage": {"completion_tokens": 397, "completion_tokens_details": {"reasoning_tokens": 340}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1077}}
{"key": "889be46925da19addcf3b854a5b016a5d7132ada10268acb6a0309311d81e5f5", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Connector coverage still outweighs price, but I would validate Corvel hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 186, "completion_tokens_details": {"reasoning_tokens": 149}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 264, "prompt_tokens": 648, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 834}}
{"key": "116eeca5d56f84953cc0a8137cd9eeb8b61da7ca51a00449f2f684021b762877", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Connector breadth still decides it for our 30-vendor plant, and nothing new has changed that.\"}", "sample": 0, "usage": {"completion_tokens": 176, "completion_tokens_details": {"reasoning_tokens": 141}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 261, "prompt_tokens": 645, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 821}}
{"key": "e61ce2aaa94b084ca1b7b9fb716924427cc06653dc106bc7e2dc771e7d56cfbd", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"It is cheaper per site and our team already has a trial licence to validate it before signing.\"}", "sample": 0, "usage": {"completion_tokens": 142, "completion_tokens_details": {"reasoning_tokens": 103}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 260, "prompt_tokens": 644, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 786}}
{"key": "549e343355bd18c4070f8fad07b5b48578ff84e7d05015f5871412bda534179a", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"The cheaper option fits the tight budget, and our existing Halvard trial is the practical hands-on validation before signing.\"}", "sample": 0, "usage": {"completion_tokens": 269, "completion_tokens_details": {"reasoning_tokens": 221}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 268, "prompt_tokens": 652, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 921}}
{"key": "9ab41061455973421f18ff61dee02b8debe1700f9f946c8de57f872d425f03a1", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty PLC/SCADA vendors, reducing custom integration work enough to justify the higher price and still-acceptable latency.\"}", "sample": 0, "usage": {"completion_tokens": 229, "completion_tokens_details": {"reasoning_tokens": 184}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 713}}
{"key": "b38d3eda8a3280ac20a6b5d7646fe047877b4d1e46261e74415ad17dcf39e072", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Corvel Stream\", \"why\": \"The latency gap is the deciding factor, but a vendor-measured claim needs hands-on verification before committing.\"}", "sample": 0, "usage": {"completion_tokens": 208, "completion_tokens_details": {"reasoning_tokens": 162}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 271, "prompt_tokens": 655, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 863}}
{"key": "baf5595d5286951a91cb004a537213f42c891d4be13fa384156c4f1c3d4a6df7", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent test confirms numbers; my priority is native coverage for 30 vendors, so I'll trial Corvel's connectors before signing.\"}", "sample": 0, "usage": {"completion_tokens": 118, "completion_tokens_details": {"reasoning_tokens": 69}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 375, "prompt_tokens": 759, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 877}}
{"key": "fd072034370b6ddf09f09ee28f9fbcf4a1b73de34b3e2d5fcb8d4ede7a5f7e88", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Corvel Stream\", \"why\": \"Latency claim is fair but vendor-benchmarked; I'll verify Corvel on our own hardware while my Halvard trial still runs.\"}", "sample": 0, "usage": {"completion_tokens": 268, "completion_tokens_details": {"reasoning_tokens": 216}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 195, "prompt_tokens": 707, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 975}}
{"key": "f3279bf9a4645ece66e4e18d0d567d6fcec7c7033b3087995c6590f406e82663", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": -1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 111, "completion_tokens_details": {"reasoning_tokens": 46}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 425, "prompt_tokens": 1065, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1176}}
{"key": "02ab19b7d67ae251ac2e5b0c5520608951ac69bc2da0713ab2e4656a10c14caa", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Latency is exactly the operators' pain point and Halvard's number is 5x better, but it's vendor-measured on reference hardware, so confirm 0.4 s on our own tags and servers before signing.\"}", "sample": 0, "usage": {"completion_tokens": 442, "completion_tokens_details": {"reasoning_tokens": 370}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 346, "prompt_tokens": 730, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1172}}
{"key": "9b0cae4cc8484c1a5778d404147173d79ddf016de61c481037cedb02e8a00331", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Nothing changed; its faster trends and lower price fit our main complaint and budget, and we can validate with the existing trial before it expires.\"}", "sample": 0, "usage": {"completion_tokens": 268, "completion_tokens_details": {"reasoning_tokens": 215}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 271, "prompt_tokens": 655, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 923}}
{"key": "7b93c165d0c76759e5bad31752e004ae16cfa5af45110c7e600d399a70c84326", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms Corvel's speed and 140 connectors; our Halvard trial already showed its limits, so trial Corvel before signing.\"}", "sample": 0, "usage": {"completion_tokens": 121, "completion_tokens_details": {"reasoning_tokens": 75}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 378, "prompt_tokens": 762, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 883}}
{"key": "024e535df825c674c669f27e2392865c1dd7befae60d797b9d86b9c28c748c84", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Latency gap now looks material; I'll test both on our own tags before finance sees a $7k-per-site premium.\"}", "sample": 0, "usage": {"completion_tokens": 298, "completion_tokens_details": {"reasoning_tokens": 250}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 325, "prompt_tokens": 709, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1007}}
{"key": "97207082c50fc03c743f0bff53231a8ad1d3a0576b658f162e721e8823e62ef7", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Halvard's latency edge is a reference-hardware claim, so I want both side by side on our own tags before committing budget.\"}", "sample": 0, "usage": {"completion_tokens": 448, "completion_tokens_details": {"reasoning_tokens": 404}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 195, "prompt_tokens": 707, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1155}}
{"key": "4782c89203280d1535c5a3e419c8d0708cec105b36c530c1221954fd6d0bcc4d", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Halvard's note just restates its own 1.9 s number against Corvel's 0.4 s; I'll hands-on trial Corvel on our own tags to confirm the trend-screen speed before signing.\"}", "sample": 0, "usage": {"completion_tokens": 222, "completion_tokens_details": {"reasoning_tokens": 159}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 334, "prompt_tokens": 718, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 940}}
{"key": "4b4d251674a97553aaacfbc99832770cedff0f2e510688137c9fe3484f18da50", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":45,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 307, "completion_tokens_details": {"reasoning_tokens": 260}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 301, "prompt_tokens": 685, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 992}}
{"key": "a00f073fa7431d8f1459d8385ee634bd3c8b5de50df0dd43fd39d4c72749101b", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent test confirms Corvel's 0.4 s latency is real, and speed is our operators' top complaint; trial to verify on our own tags.\"}", "sample": 0, "usage": {"completion_tokens": 55, "completion_tokens_details": {"reasoning_tokens": 0}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 385, "prompt_tokens": 769, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 824}}
{"key": "a60fb2e5225408cf2011486a38ee32967eee63c82c4602620093b5047890be29", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 3, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 201, "completion_tokens_details": {"reasoning_tokens": 136}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 425, "prompt_tokens": 1065, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1266}}
{"key": "c5bf62548dc91186a5a647b9fd97432d2085a9429242776b856efb135156a39a", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent tests confirm it is as fast as claimed and $7k per site cheaper; 46 connectors cover our three plants, so I will validate it hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 192, "completion_tokens_details": {"reasoning_tokens": 137}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 374, "prompt_tokens": 758, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 950}}
{"key": "7ac5f5181aa1354d828fd572650d0b1e075ca4016bead8574184663167e084a6", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent testing confirms the cheaper option meets our needs, and we already have a trial in place.\"}", "sample": 0, "usage": {"completion_tokens": 173, "completion_tokens_details": {"reasoning_tokens": 129}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 382, "prompt_tokens": 766, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 939}}
{"key": "946843405de58235d8ffeef1e3c05a913ec2abe97aea0618946183c00315a1c8", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Connector coverage still wins for our thirty-vendor mix; trial Corvel hands-on to validate its slower latency and real connector fit, since we've already lived with Halvard's trial.\"}", "sample": 0, "usage": {"completion_tokens": 161, "completion_tokens_details": {"reasoning_tokens": 105}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 270, "prompt_tokens": 654, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 815}}
{"key": "88ab5d559ca0814899d0f6f7b0402acb1bff1970703c452291ca7f7771572fad", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 196, "completion_tokens_details": {"reasoning_tokens": 131}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 539, "prompt_tokens": 1179, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1375}}
{"key": "5087643d5e96928f591a3cb88e248a84525d336ed477c8a03e6bab5c564765d3", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":45,\"weight_connector_coverage\":15,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 243, "completion_tokens_details": {"reasoning_tokens": 197}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 925}}
{"key": "6e59826ddc41db3a2d9180e201883dfa5f4a9e2242ec6ff8335630c731c61981", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent lab confirms Halvard's 4x faster trends at lower price; connector gap is covered via OPC UA, and our existing trial lets us validate it hands-on.\"}", "sample": 0, "usage": {"completion_tokens": 198, "completion_tokens_details": {"reasoning_tokens": 138}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 385, "prompt_tokens": 769, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 967}}
{"key": "4a62195cc8df79805ebeedc072080ce3470870176be82082b6e382acf16087c5", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 3, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 116, "completion_tokens_details": {"reasoning_tokens": 51}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 539, "prompt_tokens": 1179, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1295}}
{"key": "f5e1143ae5ecd7586c1f1eddd17b5eff2e69d73f393761bfaa2cf2a9e8ab95eb", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Halvard's own number confirms it is nearly five times slower than Corvel, so I would trial Corvel on our tags to verify the 0.4 s claim before signing.\"}", "sample": 0, "usage": {"completion_tokens": 179, "completion_tokens_details": {"reasoning_tokens": 119}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 338, "prompt_tokens": 722, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 901}}
{"key": "3996297fc9aa069eb5cb2af9de7ae9fe78b8762b6c3ade47edddad092e638d66", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 308, "completion_tokens_details": {"reasoning_tokens": 251}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 301, "prompt_tokens": 685, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 993}}
{"key": "95a5202f79ddefcea8b912453981bdfaf72215bfdf4f0963cb28f842a13bf2a7", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":45,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 237, "completion_tokens_details": {"reasoning_tokens": 184}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 420, "prompt_tokens": 1060, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1297}}
{"key": "847211ab9949565c873f5118c1a5e6f5d870098ec1b67bfda336aa80c057c048", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms the connector gap that matters most for our thirty vendor systems, and 1.9 s p95 is fine for trends; I already have hands-on Halvard experience, so I'd trial Corvel before signing.\"}", "sample": 0, "usage": {"completion_tokens": 197, "completion_tokens_details": {"reasoning_tokens": 133}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 384, "prompt_tokens": 768, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 965}}
{"key": "388af3e2f71d87d0478f3fb232bb377e7f0d538596f94e16fdd59f77a4df8054", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 25, \"weight_price\": 28, \"weight_support_and_uptime\": 18, \"weight_other\": 9, \"relative_preference\": -1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 699, "completion_tokens_details": {"reasoning_tokens": 634}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 488, "prompt_tokens": 1128, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1827}}
{"key": "52e74f8f2350d92d4ae855e4fc4ef23c1faf72a35b12e40d6e2503121643bf07", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 42, \"weight_connector_coverage\": 15, \"weight_price\": 18, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": -1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 180, "completion_tokens_details": {"reasoning_tokens": 115}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 492, "prompt_tokens": 1132, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1312}}
{"key": "33367a4ff5db874e3b2ebeb4331b51e1dc3f2e29d28abbe6aef1b677b09d3adc", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Validate Halvard's latency claim on our hardware and Corvel's connector coverage before signing.\"}", "sample": 0, "usage": {"completion_tokens": 389, "completion_tokens_details": {"reasoning_tokens": 349}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 328, "prompt_tokens": 712, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1101}}
{"key": "c6a58e0855010f86614e97c0bb3b3bd2bef302a0d6d220cbb39d62dd17455933", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 42, \"weight_connector_coverage\": 14, \"weight_price\": 19, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 3, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 126, "completion_tokens_details": {"reasoning_tokens": 61}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 492, "prompt_tokens": 1132, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1258}}
{"key": "d6c573076c6eea5d0250a004ade5f5ee9d60a995ec11b5a0e1e4fa7a59d33a9f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 15, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 420, "completion_tokens_details": {"reasoning_tokens": 363}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1099}}
{"key": "6cecc4dc2c29223963553c61715daef263de6b6ff0fc64f6aa2360a7549f1c05", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Halvard's latency claim is vendor-measured; validate both on our tags before finance approves.\"}", "sample": 0, "usage": {"completion_tokens": 355, "completion_tokens_details": {"reasoning_tokens": 318}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 327, "prompt_tokens": 711, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1066}}
{"key": "e6f545374444e9ab1de808327ba4613db03952322d0aeeb2d0d3b3d585e53dc2", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -3}", "sample": 0, "usage": {"completion_tokens": 446, "completion_tokens_details": {"reasoning_tokens": 389}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1128}}
{"key": "ec39f9fcda94c8f1e021aba00f38995e1bc77f893f051291c654a7e67d023bed", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":45,\"weight_connector_coverage\":15,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 309, "completion_tokens_details": {"reasoning_tokens": 257}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 416, "prompt_tokens": 1056, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1365}}
{"key": "8409fb9beee631f9e48a045fba20e7289172822d1ee24fc94363a8beef69796b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -3, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 111, "completion_tokens_details": {"reasoning_tokens": 46}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 427, "prompt_tokens": 1067, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1178}}
{"key": "303a4c1c0c94d36601c5f351ef6e2893a124716c9ab73ba3de679df921ade6ac", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Cheaper and faster, with OPC UA covering extra connectors; budget pressure favors the lower-cost option.\"}", "sample": 0, "usage": {"completion_tokens": 144, "completion_tokens_details": {"reasoning_tokens": 111}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 628}}
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{"key": "551688bc7d90a4e19f56cdc9807270e3d2e7d89770b9ab6400a01cd7e9604251", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":45,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":6}", "sample": 0, "usage": {"completion_tokens": 108, "completion_tokens_details": {"reasoning_tokens": 55}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 531, "prompt_tokens": 1171, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1279}}
{"key": "b2afe47e999507ab9f59a5ce78939545dc3cd91d180d7e0dbae2bbac50edc1d0", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing confirms both the 140 connectors and the 0.4 s latency, and my Halvard trial already showed its limits; I'd trial Corvel hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 159, "completion_tokens_details": {"reasoning_tokens": 104}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 381, "prompt_tokens": 765, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 924}}
{"key": "bf6470a6f1529d8eed1f295eda0b47b8f5b84cfdf5cbabb42f0937a8f3576314", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty-vendor mix, reducing custom integration work as we retire spreadsheets and the legacy historian.\"}", "sample": 0, "usage": {"completion_tokens": 130, "completion_tokens_details": {"reasoning_tokens": 90}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 612}}
{"key": "da69f26ddea6b39c2b0ffe7b3e9418d1e37a5faeb8e16513bfe70f8ee1dd7fc7", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 282, "completion_tokens_details": {"reasoning_tokens": 217}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 538, "prompt_tokens": 1178, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1460}}
{"key": "95d0fa103037e02dbd3ac25e86d5671e94256e111697c5c6c9e698e815115e9b", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty-vendor mix, cutting custom integration work despite the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 110, "completion_tokens_details": {"reasoning_tokens": 75}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 592}}
{"key": "53fbab6b3d871625c4b124170175a11c72e69d90cd7b947c3f534c54c59a6804", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Latency is the decisive issue; verify Halvard on our own tags and operator queries before signing.\"}", "sample": 0, "usage": {"completion_tokens": 260, "completion_tokens_details": {"reasoning_tokens": 220}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 258, "prompt_tokens": 642, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 902}}
{"key": "77a89003b4187f0c64ef2c2ed620c81da5fd4e6cc10e2ec176821feb30b4f7cd", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 35, \"weight_price\": 25, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 209, "completion_tokens_details": {"reasoning_tokens": 144}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1389}}
{"key": "8155a7ad09d2c4ad6db0d320508fb93136f671665376ff8b3d532d0e10be6a62", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 25, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 225, "completion_tokens_details": {"reasoning_tokens": 160}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1358}}
{"key": "9cd00681cbb0204c9d2c0d389ce869e95fcd5f566f3acdce1efaafde7d032882", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Halvard's latency claim is worse than Corvel's, but I need to verify both in our plant before signing.\"}", "sample": 0, "usage": {"completion_tokens": 1942, "completion_tokens_details": {"reasoning_tokens": 1901}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 331, "prompt_tokens": 715, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 2657}}
{"key": "95147bcb04698b2957bf000556f376992d89b93f5a2fd525a072a9156d3a6ce2", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": 3, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 300, "completion_tokens_details": {"reasoning_tokens": 235}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1366}}
{"key": "1a4a7df49240b715a57b1f0e97bf15551d3e7e48ea598abb478b5dc6dd064ac3", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7k per site per year cheaper and its 0.4 s latency is clearly adequate, while OPC UA covers any missing connectors.\"}", "sample": 0, "usage": {"completion_tokens": 135, "completion_tokens_details": {"reasoning_tokens": 92}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 614}}
{"key": "5fe0f6c5ea02b60ab9a53237d94e9d3f291dcf82f08ba049a1c42ccc492a0514", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 42, \"weight_connector_coverage\": 13, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 318, "completion_tokens_details": {"reasoning_tokens": 253}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1451}}
{"key": "204a3551cedc41d97ff36af53971b1994750ef0802a74c0819c19eece759e672", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Corvel Stream\", \"why\": \"The independent test confirms the gap is real, but I need hands-on proof that 1.9 s actually slows our operators before asking finance for $35k more per year across five sites.\"}", "sample": 0, "usage": {"completion_tokens": 312, "completion_tokens_details": {"reasoning_tokens": 249}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 383, "prompt_tokens": 767, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1079}}
{"key": "cbe0d273e7dc3dee53e20d097f15155c2ad9d07b9238c23e1c316243a7575203", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Still cheaper and faster, but the latency claim is vendor-measured, so I would validate both on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 249, "completion_tokens_details": {"reasoning_tokens": 205}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 325, "prompt_tokens": 709, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 958}}
{"key": "dd524299390caf4a61d70fbb913fa383bad815206c3507470d5e4c4f5bac331a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":22,\"weight_connector_coverage\":42,\"weight_price\":18,\"weight_support_and_uptime\":15,\"weight_other\":3,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 208, "completion_tokens_details": {"reasoning_tokens": 155}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 484, "prompt_tokens": 1124, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1332}}
{"key": "afcdf110ae3b8bfc574362751c83f0b5d8eb0cb932b59a5ab3e5ed0c980d395d", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"I still lean Corvel for connector coverage, but with no new information I would trial both to validate integration effort against Halvard's faster queries and lower price.\"}", "sample": 0, "usage": {"completion_tokens": 128, "completion_tokens_details": {"reasoning_tokens": 80}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 263, "prompt_tokens": 647, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 775}}
{"key": "bc3cabb82c14875ae6a24a6e5c9f142dcfd76c3e66d9340cf0eca80639644dea", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Halvard's latency pitch is worth validating against Corvel's faster claim, but connector coverage still matters more for our thirty-vendor sites.\"}", "sample": 0, "usage": {"completion_tokens": 230, "completion_tokens_details": {"reasoning_tokens": 185}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 334, "prompt_tokens": 718, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 948}}
{"key": "3ca666f5ae434e89dd9498ff62f0feb76df88c4b74482c25b10faf821accf18f", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Still the safer fit for our many-vendor plant; I would trial it to validate connector coverage and latency before signing.\"}", "sample": 0, "usage": {"completion_tokens": 120, "completion_tokens_details": {"reasoning_tokens": 78}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 258, "prompt_tokens": 642, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 762}}
{"key": "6a5afea7319541c7b74c979329b08dd1b9b607ffbaa071b4601d1218f0a4abc4", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard's faster trends at lower price; we already know Corvel from our trial, so trial Halvard before signing.\"}", "sample": 0, "usage": {"completion_tokens": 114, "completion_tokens_details": {"reasoning_tokens": 66}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 372, "prompt_tokens": 756, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 870}}
{"key": "ea8227f2f7e9f2b6f58efee4ada44f897b78acb847b5241ad081dc2e36a14db3", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 15, \"relative_preference\": 3, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 362, "completion_tokens_details": {"reasoning_tokens": 297}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1428}}
{"key": "a92382d0baf571c78b761eb606f5945861ad0674f00c08a9c751900baaf6137f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": 3, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 161, "completion_tokens_details": {"reasoning_tokens": 96}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1341}}
{"key": "d93068576eb4af3bf7809a45e898eaba40eb9a04bd0a15ec489562c639a562bc", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 34, \"weight_price\": 24, \"weight_support_and_uptime\": 14, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 265, "completion_tokens_details": {"reasoning_tokens": 200}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1398}}
{"key": "1574bd2177edf85592df214716a32c4261cf82487adc7a44467f5ca5327d7d26", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 20, \"weight_price\": 33, \"weight_support_and_uptime\": 20, \"weight_other\": 9, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 224, "completion_tokens_details": {"reasoning_tokens": 159}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 491, "prompt_tokens": 1131, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1355}}
{"key": "c504391d0752ecdaa90163cfcf307966dc327c3b8695ae7109e36b71dd6fc557", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still cheaper and faster with adequate OPC UA coverage; a hands-on trial should validate the connectors before signing.\"}", "sample": 0, "usage": {"completion_tokens": 173, "completion_tokens_details": {"reasoning_tokens": 131}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 263, "prompt_tokens": 647, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 820}}
{"key": "fa67453dcb2f34dd58ff317a593fd59ea34bbcb5e1bee117cc6133bfd056a122", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"The latency advantage still targets our operators\u2019 main complaint, and nothing new changes the comparison.\",\"trial\":\"Both\"}", "sample": 0, "usage": {"completion_tokens": 346, "completion_tokens_details": {"reasoning_tokens": 312}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 258, "prompt_tokens": 642, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 988}}
{"key": "1c436515120f4722ec9f8ef548eac72833a94f30031574349298cc6357426b1b", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Lower cost meets uptime/support needs; 1.9 s latency and OPC UA connector fallback are acceptable, so finance sees no clear reason to pay more.\"}", "sample": 0, "usage": {"completion_tokens": 261, "completion_tokens_details": {"reasoning_tokens": 214}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 740}}
{"key": "b9cdd42dafa00e2f024ba019765925a2755519499cb08c0292982fd6e0f4c9e8", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing confirms the 140 native connectors and sub-second latency are real, so I'd trial Corvel to verify connector quality against our thirty-vendor mix before signing.\"}", "sample": 0, "usage": {"completion_tokens": 130, "completion_tokens_details": {"reasoning_tokens": 78}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 372, "prompt_tokens": 756, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 886}}
{"key": "75df4f29bf402187d317d9fdbb9a87f2a8de7ce8caa3c67fa4079758b0d10b9f", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Operators' main complaint is slow trends, and Corvel's 0.4 s p95 latency is much better than Halvard's 1.9 s.\"}", "sample": 0, "usage": {"completion_tokens": 118, "completion_tokens_details": {"reasoning_tokens": 73}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 601}}
{"key": "d892a70142a04e4d88ad1b992d855fd8ced66275e824b311ddfec9bd8df3c349", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is over four times faster on trend queries, addressing operators' main complaint, and costs less; 46 native connectors plus OPC UA should suffice for one water site.\"}", "sample": 0, "usage": {"completion_tokens": 183, "completion_tokens_details": {"reasoning_tokens": 136}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 666}}
{"key": "0f1960beec0ac29b6a087939b32b731af436c08b029e822256807f796b79e1cd", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent results confirm both vendors' numbers, so connector breadth still wins for my thirty-vendor plant; I'd trial Corvel to verify its 140 connectors actually cover our PLCs and SCADA before signing.\"}", "sample": 0, "usage": {"completion_tokens": 122, "completion_tokens_details": {"reasoning_tokens": 62}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 377, "prompt_tokens": 761, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 883}}
{"key": "0eb0b2599d7ad5b7b44ba8c47602a31fc9f65eee5d4d8ade82b71bdcb7d3748a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 278, "completion_tokens_details": {"reasoning_tokens": 221}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 959}}
{"key": "4b826d36d96190dbe3e567c86b2cc8ca62a10ab76de6a6b363e5ddee27edaa84", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 20, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 204, "completion_tokens_details": {"reasoning_tokens": 139}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1384}}
{"key": "a6e4a3cc8066def92d1ada4569c49cc1c4e46768770d49177fe48fa5da97e13b", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Latency is our deciding factor but both numbers are vendor-measured, so I would prove 0.4 s on our own tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 187, "completion_tokens_details": {"reasoning_tokens": 137}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 325, "prompt_tokens": 709, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 896}}
{"key": "5212547930d9e18e5430c80a2001110baae6a5bbc8931f71201f6f602f40f158", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Its 140 native connectors reduce custom integration work across our many PLC and SCADA vendors.\"}", "sample": 0, "usage": {"completion_tokens": 164, "completion_tokens_details": {"reasoning_tokens": 132}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 481, "prompt_tokens": 481, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 645}}
{"key": "8770eff195f57bacafbf8e325cd880a9c1f0043a6a1b2a99355c243a3d07d372", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors and lower query latency better handle our thirty-vendor plant environment and reduce custom integration work.\"}", "sample": 0, "usage": {"completion_tokens": 145, "completion_tokens_details": {"reasoning_tokens": 111}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 481, "prompt_tokens": 481, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 626}}
{"key": "8eb6d176f41932ccaa86d1de5f3659ac7ed61b454ba5da5658f56c1b39508128", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms the latency gap is real but harmless and the price gap is real too; a hands-on trial only needs to prove our few remaining systems connect over OPC UA.\"}", "sample": 0, "usage": {"completion_tokens": 132, "completion_tokens_details": {"reasoning_tokens": 76}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 377, "prompt_tokens": 761, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 893}}
{"key": "ef42cf21af956ede3eac5c037dcd8c87be80f01f96da58cdf9a1be8f7c2ea35a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 342, "completion_tokens_details": {"reasoning_tokens": 285}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1023}}
{"key": "328ee02a2ef22cb9663dad6318bad0088ccb6358cd4ff286b1f1837ae02e3e49", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 15, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": 3, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 318, "completion_tokens_details": {"reasoning_tokens": 253}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1451}}
{"key": "23304f008c40175eb2c8c28c9aae7462f928a7b5aeb43ac453d7634949e4cb2e", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel's 140 native connectors better fit our thirty-vendor plant, but I would trial both to verify the latency claims and real connector coverage.\"}", "sample": 0, "usage": {"completion_tokens": 145, "completion_tokens_details": {"reasoning_tokens": 99}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 325, "prompt_tokens": 709, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 854}}
{"key": "9f56d2cb26af2906ccf93669a7eb8146a23470e5f9aacf07e6c72c05ccd0a631", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Independent results confirm Corvel's speed edge on our key pain point, but I want both side by side on our own tags before paying the premium.\"}", "sample": 0, "usage": {"completion_tokens": 223, "completion_tokens_details": {"reasoning_tokens": 177}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 372, "prompt_tokens": 756, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 979}}
{"key": "8464d07fff85d808dd60828d716a6cf94c3f4f36ff10b9eca2fae3c90d958946", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 183, "completion_tokens_details": {"reasoning_tokens": 118}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1249}}
{"key": "c5d072e90ec5be03bfa8afc47e4410a78edec0d197fc66c57950f61a0e4f595e", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Latency matters, but 1.9 s p95 is still usable and 140 native connectors matter more across our thirty-vendor plant, so I would trial Corvel to confirm the trend speed and connectors in our own environment.\"}", "sample": 0, "usage": {"completion_tokens": 206, "completion_tokens_details": {"reasoning_tokens": 141}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 330, "prompt_tokens": 714, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 920}}
{"key": "8a0c96e5df01c113f19ce6ea50af43c64bbd7232825b3599e57718cdde1e1348", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -3}", "sample": 0, "usage": {"completion_tokens": 692, "completion_tokens_details": {"reasoning_tokens": 635}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1374}}
{"key": "71df4ce7fea509d1769546d32c841a0efc2a4df9b4842e4cc51fc2b41de1d15a", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"No new evidence justifies the higher price; trial the cheaper option to confirm latency and OPC UA connectivity are acceptable.\"}", "sample": 0, "usage": {"completion_tokens": 295, "completion_tokens_details": {"reasoning_tokens": 252}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 267, "prompt_tokens": 651, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 946}}
{"key": "076fb845ca8cecf6cfa3a1301783b7ffbc35705f12a11a7cf2658a0a2bcbda46", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Vendor-measured latency is the key issue and needs hands-on validation against our tags; Corvel's trial is already in place, so trial Halvard too before signing.\"}", "sample": 0, "usage": {"completion_tokens": 303, "completion_tokens_details": {"reasoning_tokens": 250}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 271, "prompt_tokens": 655, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 958}}
{"key": "9d74015c995cb11897bccbda2fb7551cc838a11916ec5a74975e1ab70f018d05", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Latency affects operators, but the $35k annual gap needs proof on our own tags and hardware before finance approves.\"}", "sample": 0, "usage": {"completion_tokens": 568, "completion_tokens_details": {"reasoning_tokens": 522}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 336, "prompt_tokens": 720, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1288}}
{"key": "cd109ba0ca4a90af2f7d6d0b832bf94b956d8907d4eec691603aeb44d6eac81c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 25, \"weight_price\": 28, \"weight_support_and_uptime\": 15, \"weight_other\": 12, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 287, "completion_tokens_details": {"reasoning_tokens": 222}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1420}}
{"key": "c821946c40678cbf1de632f32c09c614b98adcad9c35d1360ed9919ea54ee677", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is cheaper and has lower query latency; the connector gap can be covered through OPC UA.\"}", "sample": 0, "usage": {"completion_tokens": 131, "completion_tokens_details": {"reasoning_tokens": 99}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 610}}
{"key": "f76bf6329bd0622c79f8c03f33239e9ece0a48be809f61dcbbf564e993290e1c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -3, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 121, "completion_tokens_details": {"reasoning_tokens": 56}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 427, "prompt_tokens": 1067, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1188}}
{"key": "4a088327e70190924781b1f944513efbc3042f80562347e3dea2c085ddfb2b6c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 141, "completion_tokens_details": {"reasoning_tokens": 76}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1321}}
{"key": "0b2c7c419a449eaf6ccfb7bc43c0bb52f36da2f81d92cf26abedfa38b9d386c9", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Halvard's own number (1.9 s) is still ~5x worse than Corvel's 0.4 s, so I'll validate both on our tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 140, "completion_tokens_details": {"reasoning_tokens": 86}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 325, "prompt_tokens": 709, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 849}}
{"key": "de8218082a383cea7a4ec6191d1372a39d0917a4b6387bee628144c5cb911f3f", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Connector breadth still wins for our thirty-vendor plants; trial both to validate claims before signing.\"}", "sample": 0, "usage": {"completion_tokens": 311, "completion_tokens_details": {"reasoning_tokens": 275}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 256, "prompt_tokens": 640, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 951}}
{"key": "45585db5fe62c1688f4614d169f64766974eb4625f6929a31f74afddb1c460b9", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 250, "completion_tokens_details": {"reasoning_tokens": 193}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 929}}
{"key": "b90cdff7e8fd7d25c69c1aabe82b827ab10355f2b478fe8891b9465fcdc14cbd", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"It is still cheaper and faster; a hands-on trial will confirm the latency claim on our own hardware before finance signs off.\"}", "sample": 0, "usage": {"completion_tokens": 275, "completion_tokens_details": {"reasoning_tokens": 230}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 330, "prompt_tokens": 714, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 989}}
{"key": "6bd02a875071f7db4a49a5bd708906302ab57259b4c0886977b0ea1a4a347a8a", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard's 0.4 s latency and lower price; I'd trial it hands-on since my current trial is Corvel and 46 connectors likely suffice for one water site.\"}", "sample": 0, "usage": {"completion_tokens": 157, "completion_tokens_details": {"reasoning_tokens": 97}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 385, "prompt_tokens": 769, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 926}}
{"key": "1b9033efbc43cf57b346f15b9e85cdec8f4a9dad2f525de515ac46316d539d92", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Nothing changed my reasoning: native connector breadth is the deciding factor, so I'll trial Corvel to confirm coverage of our vendor mix and acceptable latency before signing.\"}", "sample": 0, "usage": {"completion_tokens": 367, "completion_tokens_details": {"reasoning_tokens": 312}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 254, "prompt_tokens": 638, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1005}}
{"key": "3acb524a4f06f5f51834d769224c13b2656a4b5838329dd5a4c961ddd67eac65", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":20,\"weight_price\":35,\"weight_support_and_uptime\":20,\"weight_other\":10,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 266, "completion_tokens_details": {"reasoning_tokens": 220}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 947}}
{"key": "98f7c554562e3d7649d60dacbd2304319673505bf568bcde56813c085211d3e8", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 411, "completion_tokens_details": {"reasoning_tokens": 346}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1477}}
{"key": "6bb9c2b3e84a12272f32f71ecda851b548b78b1eb92151580a4e600921efef05", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 566, "completion_tokens_details": {"reasoning_tokens": 509}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1247}}
{"key": "7e334344599e35d60f0ba1cf3c429c13cb6ecdf8707100f6d59ecd7846646f5e", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still the lower-cost option with better latency; trial to confirm OPC UA coverage before signing.\"}", "sample": 0, "usage": {"completion_tokens": 264, "completion_tokens_details": {"reasoning_tokens": 225}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 252, "prompt_tokens": 636, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 900}}
{"key": "3735a902ee38dbac0a6a66c411f967bfac631089837f0e6f5a6a3518a33d6a35", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -3, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 98, "completion_tokens_details": {"reasoning_tokens": 33}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 541, "prompt_tokens": 1181, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1279}}
{"key": "41c2eec4e78eb5e904f5a238ddfabe58c4220370368c1962c7efad5df98cae26", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 40, \"weight_price\": 15, \"weight_support_and_uptime\": 20, \"weight_other\": 15, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 386, "completion_tokens_details": {"reasoning_tokens": 329}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1065}}
{"key": "14f7a84fdc8e23368818a463b8e867a9a96fd65824b8608ceb46b3be88dfcac1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 109, "completion_tokens_details": {"reasoning_tokens": 44}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 424, "prompt_tokens": 1064, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1173}}
{"key": "e20a5d41a407e42390bba4bf04aa2669822aceeedeb0a54b5d0cc4c8e1ca6532", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms its latency and connector lead, which matters most for our thirty-vendor mix; I'd trial it hands-on to validate real-world integration before signing.\"}", "sample": 0, "usage": {"completion_tokens": 80, "completion_tokens_details": {"reasoning_tokens": 29}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 242, "prompt_tokens": 754, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 834}}
{"key": "179ba39de8e2d6f289e0c311ed0b3fdc50b3c8eda3f6c21d990745a82ac27ba5", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 22, \"weight_price\": 33, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 208, "completion_tokens_details": {"reasoning_tokens": 143}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1341}}
{"key": "a0e1d5d09868cb4d419b54c97120e6d7da474efd0c152bd089341dbb4612dbe6", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It meets our needs at $7k/site/year less, and finance will not justify Corvel\u2019s extra speed and connectors without a proven requirement.\"}", "sample": 0, "usage": {"completion_tokens": 273, "completion_tokens_details": {"reasoning_tokens": 230}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 752}}
{"key": "2d6306761623a81187b46b20d5aa45aad4e78ba717c05bd3b17ead8e902be703", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Latency is the operators' main pain point, so I'd confirm Corvel's speed in our own hands before signing.\"}", "sample": 0, "usage": {"completion_tokens": 647, "completion_tokens_details": {"reasoning_tokens": 604}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 269, "prompt_tokens": 653, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1300}}
{"key": "713bdb65c4840fa9013ba7e0db9b5d67cb6474f90642dca426f5294697d75f44", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms acceptable latency and connector coverage; the $21k/year premium for Corvel is not clearly justified under a tight budget.\"}", "sample": 0, "usage": {"completion_tokens": 414, "completion_tokens_details": {"reasoning_tokens": 367}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 381, "prompt_tokens": 765, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1179}}
{"key": "1d057a990864923853c8efeff12198015556b08f8409856530c4f319da27a5a3", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":20,\"weight_price\":35,\"weight_support_and_uptime\":20,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 108, "completion_tokens_details": {"reasoning_tokens": 56}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 415, "prompt_tokens": 1055, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1163}}
{"key": "a6a0765d657dc04289c054a6d3b867c09ae05c811356d90a20d51da5609766b8", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 305, "completion_tokens_details": {"reasoning_tokens": 248}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 986}}
{"key": "e56da545667e76fc32a4d07b1bb78da752b3e3df868dfe4955bc375c03f18623", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"140 native connectors still cuts integration work across ~30 vendors; trial both to confirm coverage and real query speed.\"}", "sample": 0, "usage": {"completion_tokens": 145, "completion_tokens_details": {"reasoning_tokens": 102}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 240, "prompt_tokens": 752, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 897}}
{"key": "df65ba8c3c7edf5cedef2ac2469f14b31487bd345db48f131410fabeb22aba2c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 159, "completion_tokens_details": {"reasoning_tokens": 94}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1225}}
{"key": "8039531053e0f5dcfeb41c947726f3b10529bd55e10149f807ba6ef144074fc7", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 144, "completion_tokens_details": {"reasoning_tokens": 79}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1324}}
{"key": "ee34fa9afbfb4994c49bbba375ad8f2a4554905f99d00b1c97cad9d60010f871", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Much faster trend queries at lower price, directly addressing operator complaints.\"}", "sample": 0, "usage": {"completion_tokens": 97, "completion_tokens_details": {"reasoning_tokens": 72}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 481, "prompt_tokens": 481, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 578}}
{"key": "3a7e0461f25cff27630c3ee841700e0a1f13a4fa46ad12e8fdcbd9e925e8926b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -3, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 133, "completion_tokens_details": {"reasoning_tokens": 68}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 538, "prompt_tokens": 1178, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1311}}
{"key": "a06bc81ae53623144e9b12425f699ed5106201cdc0844c33bd4ccb52510fd0e5", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 40, \"weight_price\": 15, \"weight_support_and_uptime\": 20, \"weight_other\": 15, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 168, "completion_tokens_details": {"reasoning_tokens": 103}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 424, "prompt_tokens": 1064, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1232}}
{"key": "2c6f9b1256c47f4d7cad586b5148f37524b4f2307d740b7f7cf9830bb2ca78b4", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -3, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 271, "completion_tokens_details": {"reasoning_tokens": 206}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 494, "prompt_tokens": 1134, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1405}}
{"key": "47c40d484af4b63fcc220634800d573bfbe352ac7f48c4cd506278f7eafd0cac", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel already beats Halvard on both latency (0.4 s vs 1.9 s) and connectors (140 vs 46), but I'd verify both vendors' vendor-measured numbers on our tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 210, "completion_tokens_details": {"reasoning_tokens": 147}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 195, "prompt_tokens": 707, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 917}}
{"key": "c3b906421250678efd0dd21cff01ef300a729852b6879f40e26530c31a2ea6ff", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard is faster and $21k/year cheaper across three sites; trial it to confirm connector coverage before signing.\"}", "sample": 0, "usage": {"completion_tokens": 226, "completion_tokens_details": {"reasoning_tokens": 180}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 238, "prompt_tokens": 750, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 976}}
{"key": "218e4a37714f02278ea726bb8a0255b356dfaf5e042b465508f5d7010f485012", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Validate the latency claims side by side on our own tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 363, "completion_tokens_details": {"reasoning_tokens": 330}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 338, "prompt_tokens": 722, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1085}}
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{"key": "eb50d43562aa56ebfe57b13bd2aeebec774af78cbc13fe88da9bedeba664408e", "model": "deepseek-flash", "reply": "{\"type\": \"json_object\", \"choose\": \"Defer the decision\", \"why\": \"Need proof faster queries justify $14k more before trial expires.\"}", "sample": 0, "usage": {"completion_tokens": 35, "completion_tokens_details": {"reasoning_tokens": 0}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 486, "prompt_tokens": 486, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 521}}
{"key": "40a0bc227f1b1af0bfd080b946a16df6d3fc586d22588cbac71c2fc36a90aba7", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Broader native connector coverage (140 vs 46) reduces custom integration work for our 30-vendor plant, and we already have a trial expiring.\"}", "sample": 0, "usage": {"completion_tokens": 284, "completion_tokens_details": {"reasoning_tokens": 238}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 767}}
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{"key": "afc0bca2d4e7c65f6a505d3830a63e4b614bc27b7e399080778d470bdd8ed52a", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard's latency edge at lower price; we already know Corvel from our expiring trial, so trial Halvard before signing.\"}", "sample": 0, "usage": {"completion_tokens": 201, "completion_tokens_details": {"reasoning_tokens": 151}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 238, "prompt_tokens": 750, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 951}}
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{"key": "16434341a2de84b92b84ad3a011f5f2d7fd94184f75f266ff0e04487931f1c3a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 195, "completion_tokens_details": {"reasoning_tokens": 130}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1375}}
{"key": "d3f6c8bdfb7ba983bf61f3e3405ab06256c4ff1eccdfcd64a630b43f5adec0dc", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Vendor-measured latency needs hands-on validation on our tags and hardware, and I still need to confirm connector coverage across our thirty vendors.\"}", "sample": 0, "usage": {"completion_tokens": 787, "completion_tokens_details": {"reasoning_tokens": 736}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 328, "prompt_tokens": 712, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1499}}
{"key": "043a53c6aedad9aa8a8d1086c3ab7a1022e3368c22bb25480c6e947955f8b9ef", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Latency is exactly our operators' complaint, so verify the 0.4 s claim on our own data before signing.\"}", "sample": 0, "usage": {"completion_tokens": 145, "completion_tokens_details": {"reasoning_tokens": 100}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 191, "prompt_tokens": 703, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 848}}
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{"key": "d1faa4ff9450257091ffb79a44886966a6269cb5a420a837290cd9d305e3dfe9", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":18,\"weight_connector_coverage\":24,\"weight_price\":34,\"weight_support_and_uptime\":19,\"weight_other\":5,\"relative_preference\":1,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 178, "completion_tokens_details": {"reasoning_tokens": 126}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 477, "prompt_tokens": 1117, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1295}}
{"key": "bbd9ec50d1cb15190d91d92c37608ba88b78256f5a218604679bf5eb13186821", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent test confirms the 0.4 s latency that fixes our operators' main complaint, so I'd validate it on our own tags during the remaining trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 213, "completion_tokens_details": {"reasoning_tokens": 156}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 378, "prompt_tokens": 762, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 975}}
{"key": "e8df06f52fe6aeb6350b82baa4b22d87c6bb2c679d1a3ae45054c4dd799fc594", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7,000 cheaper per year, and its latency and OPC UA coverage are adequate for our single-site needs.\"}", "sample": 0, "usage": {"completion_tokens": 174, "completion_tokens_details": {"reasoning_tokens": 136}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 486, "prompt_tokens": 486, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 660}}
{"key": "0bb2f969be4a44c49087452f1ff63abda798a51b0ae3d8039290adc0bcaeba33", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Neither\",\"why\":\"No new information; Corvel's far broader native connector coverage and faster queries still outweigh Halvard's lower price, and our existing Corvel trial is enough to proceed.\"}", "sample": 0, "usage": {"completion_tokens": 487, "completion_tokens_details": {"reasoning_tokens": 437}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 270, "prompt_tokens": 654, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1141}}
{"key": "846c72a0af23be9a05b74946ac6e46676855f349289e09076be5dc24a26d5a78", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": -3, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 104, "completion_tokens_details": {"reasoning_tokens": 39}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1284}}
{"key": "c84101de190f0632f3bb8651fca557ac78a6a37996ef13e6d4106439628e707b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":30,\"weight_price\":20,\"weight_support_and_uptime\":25,\"weight_other\":10,\"relative_preference\":1}", "sample": 0, "usage": {"completion_tokens": 563, "completion_tokens_details": {"reasoning_tokens": 517}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 294, "prompt_tokens": 678, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1241}}
{"key": "71df2e79bd377ce9ca7a952564f99a2f231bca296a512de446a109baebd02a35", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still cheaper and faster with same support; trial it to validate OPC UA coverage before signing.\"}", "sample": 0, "usage": {"completion_tokens": 299, "completion_tokens_details": {"reasoning_tokens": 260}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 270, "prompt_tokens": 654, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 953}}
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{"key": "215de0f8b243e9250d1ce8ddd47d80a65a126328043ec909c8cb3d14e1806d21", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 102, "completion_tokens_details": {"reasoning_tokens": 37}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 424, "prompt_tokens": 1064, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1166}}
{"key": "6e51e55d6791cb0f660af2b0ac1a49ac1d4be08b6ce201aa75735546800d1d44", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is much faster for ad-hoc operator trend queries, which is our main complaint, and costs less per site.\"}", "sample": 0, "usage": {"completion_tokens": 122, "completion_tokens_details": {"reasoning_tokens": 87}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 605}}
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{"key": "63ae194439f87c4ae0401a04e36315e02dfa7b4f908c102871863203ab432f9a", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing confirms Corvel's latency and connector claims, and 140 native connectors sharply cut integration work across our thirty-vendor mix; continue the existing trial to validate before signing.\"}", "sample": 0, "usage": {"completion_tokens": 159, "completion_tokens_details": {"reasoning_tokens": 105}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 384, "prompt_tokens": 768, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 927}}
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{"key": "38ba918432114edecb2a54dfa35034fb0c6493d6c543ee5fa5773ba95ec56a6a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 378, "completion_tokens_details": {"reasoning_tokens": 321}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1059}}
{"key": "daee72f7c80ce9201a6a758b3f4d815de9136951353562e632db01ca46ac0ed1", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Corvel's latency claim still fits our operator complaint best, but both numbers are vendor-measured, so I want them proven on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 223, "completion_tokens_details": {"reasoning_tokens": 169}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 331, "prompt_tokens": 715, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 938}}
{"key": "9b04e4aff78556493bd90edff94a1b5399c7e685f7b28546f380c24b62df61da", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"140 native connectors cover far more of our 30-vendor mix, avoiding custom integration work that outweighs the price and latency difference.\"}", "sample": 0, "usage": {"completion_tokens": 132, "completion_tokens_details": {"reasoning_tokens": 94}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 612}}
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{"key": "d4cef591cd3c538278e4e840c1d85266726365ec6fcfe591db19051c1c38c79f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 133, "completion_tokens_details": {"reasoning_tokens": 68}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 538, "prompt_tokens": 1178, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1311}}
{"key": "a8d564d7da5332d1340619c3f40c6b2b73740a68eebf77316032f46343614716", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Price gap is still decisive, but I want hands-on proof that its 46 native connectors cover our PLCs before finance signs off.\"}", "sample": 0, "usage": {"completion_tokens": 264, "completion_tokens_details": {"reasoning_tokens": 217}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 265, "prompt_tokens": 649, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 913}}
{"key": "55270a066a2b021b08697ea26adc8abd139e9a33a2ea4efbe61750c59ab5dfdd", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent testing confirms Halvard is faster and $7k/yr cheaper, and I already know Corvel from the expiring trial, so I would hands-on trial Halvard before signing.\"}", "sample": 0, "usage": {"completion_tokens": 178, "completion_tokens_details": {"reasoning_tokens": 121}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 384, "prompt_tokens": 768, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 946}}
{"key": "ecf95f65a82bb75b6182760174db1f2a1b8196add181b76a329929ed63445297", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms the $7k/year cheaper option, and a hands-on trial can verify 1.9 s latency and connector fit.\"}", "sample": 0, "usage": {"completion_tokens": 926, "completion_tokens_details": {"reasoning_tokens": 873}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 241, "prompt_tokens": 753, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1679}}
{"key": "73a5e067a828d235ee753c28f84d0532fe9c9d9e7bccdc2b5cc1072a536181bd", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Its 140 native connectors cover far more of our thirty-vendor mix, cutting custom integration work enough to justify the extra $7k per site.\"}", "sample": 0, "usage": {"completion_tokens": 110, "completion_tokens_details": {"reasoning_tokens": 66}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 590}}
{"key": "a8e105cdf133504cec751190b8717722143dbbb484f4ac253efcd201c3e4cfaa", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Halvard Historian\",\"why\":\"Independent results confirm both claims, but 140 native connectors still matter more than latency for my thirty-vendor mix, so I'd trial Halvard to check coverage before locking in.\"}", "sample": 0, "usage": {"completion_tokens": 490, "completion_tokens_details": {"reasoning_tokens": 435}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 380, "prompt_tokens": 764, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1254}}
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{"key": "a84383a731f4b7d6fdb62e1369b882a5002be1a8954bc7d6b343a64bf6538a2f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 208, "completion_tokens_details": {"reasoning_tokens": 143}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1274}}
{"key": "b44822c34ebb59b159c86eb9c9c315f7d736cab23f72505d5aae238ee77fd12a", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Cheaper, trial already in place, latency acceptable\"}", "sample": 0, "usage": {"completion_tokens": 249, "completion_tokens_details": {"reasoning_tokens": 224}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 485, "prompt_tokens": 485, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 734}}
{"key": "97ba9386fa46049e5c020a9d570a8801e110413a787509fd63cdbca47a33b127", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Latency still favors Halvard; trial both on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 304, "completion_tokens_details": {"reasoning_tokens": 271}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 259, "prompt_tokens": 643, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 947}}
{"key": "6a79bf2b1656f91e819d4e599f6563c088b2d226c78570df7aef420635c82620", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":18,\"weight_connector_coverage\":32,\"weight_price\":18,\"weight_support_and_uptime\":22,\"weight_other\":10,\"relative_preference\":-1,\"source_independence\":6}", "sample": 0, "usage": {"completion_tokens": 163, "completion_tokens_details": {"reasoning_tokens": 110}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 526, "prompt_tokens": 1166, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1329}}
{"key": "9361a8e3a3ef5bb568cfd690414e469f848abb7b67fde3492bea124f314a9dc1", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Halvard's own p95 is slower than Corvel's, and Corvel's broader native connector coverage matters more for our thirty-vendor plants.\"}", "sample": 0, "usage": {"completion_tokens": 268, "completion_tokens_details": {"reasoning_tokens": 220}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 337, "prompt_tokens": 721, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 989}}
{"key": "a9c71250e967a4d77072eb98b250532faa271191d5a99c56bebc85ce3d6b9015", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"The whole case rests on vendor-measured latency numbers; I want our own tags and queries benchmarked on both before committing $21k/yr more.\"}", "sample": 0, "usage": {"completion_tokens": 253, "completion_tokens_details": {"reasoning_tokens": 205}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 255, "prompt_tokens": 639, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 892}}
{"key": "618e8fe1f265c4e796d8b54b7f3d3adbf548115f52e956bb8c2820a038de85c1", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Halvard remains cheaper and faster, but that latency claim needs verifying on our own tags before I commit the budget.\"}", "sample": 0, "usage": {"completion_tokens": 238, "completion_tokens_details": {"reasoning_tokens": 195}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 337, "prompt_tokens": 721, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 959}}
{"key": "f2465764f08e1669df6d21443eb5d26c366de592edfb92b6a2e627d2184a66cc", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Connector breadth still decides it; a trial will confirm Corvel actually covers our vendor mix and that 1.9 s queries are tolerable in practice.\"}", "sample": 0, "usage": {"completion_tokens": 310, "completion_tokens_details": {"reasoning_tokens": 261}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 259, "prompt_tokens": 643, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 953}}
{"key": "333dcee2c76e27adf6d01a77079b49a033938aedd879c2f802798c201240adbe", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 121, "completion_tokens_details": {"reasoning_tokens": 56}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 537, "prompt_tokens": 1177, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1298}}
{"key": "a3717dee096708cf73884486dd92f3585da571e50fe327ca665d7f7c7681ab85", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"The independent lab confirms both vendors' figures and nothing changes the price gap, so I'll stick with the $7k-cheaper option but trial Halvard on our own data, since I've only run Corvel so far.\"}", "sample": 0, "usage": {"completion_tokens": 276, "completion_tokens_details": {"reasoning_tokens": 210}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 379, "prompt_tokens": 763, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1039}}
{"key": "e6ac955d25b83936a8f27237eeee8538dc8ccb758bbdedb0aa822da1f3b6b246", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 25, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 314, "completion_tokens_details": {"reasoning_tokens": 249}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 491, "prompt_tokens": 1131, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1445}}
{"key": "c405de7a033236ec5c1375c204b8f4a71637991c986716cde357404b270aaff8", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 381, "completion_tokens_details": {"reasoning_tokens": 324}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1062}}
{"key": "845e64c16e823dea53f6248152d04cbdead271f59dfecf9751b0eb2ede4596e5", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 1, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 399, "completion_tokens_details": {"reasoning_tokens": 334}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 542, "prompt_tokens": 1182, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1581}}
{"key": "2c72659ae0e64a10d4c23388bb153980578fe6fc14e36ee6a48813a9909ebc70", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard's 4x faster trends at lower cost, so I'd trial it on our own tags to confirm before signing.\"}", "sample": 0, "usage": {"completion_tokens": 117, "completion_tokens_details": {"reasoning_tokens": 68}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 874}}
{"key": "4f5892d01750369c2e2222057e96803e19fd506dbaf7b587e7b9b62f51ad094b", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Nothing changed, so the connector coverage still wins; but both latency and connector claims are vendor-measured, so I'd trial both against our actual thirty-vendor mix before signing.\"}", "sample": 0, "usage": {"completion_tokens": 283, "completion_tokens_details": {"reasoning_tokens": 225}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 265, "prompt_tokens": 649, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 932}}
{"key": "1019dcfb263d763114389420cd499c1700e9c1ec2a01c79765aa101f36954d92", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":30,\"weight_price\":15,\"weight_support_and_uptime\":25,\"weight_other\":10,\"relative_preference\":-1,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 244, "completion_tokens_details": {"reasoning_tokens": 191}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 479, "prompt_tokens": 1119, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1363}}
{"key": "b254b314c699dbfe7444472b7014d1550c8e69a5dafc2c7145b9e2b34d254fab", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Halvard's latency claim matters to operators, but I still need to validate it on our tags and confirm connector coverage against our thirty vendor systems before signing.\"}", "sample": 0, "usage": {"completion_tokens": 320, "completion_tokens_details": {"reasoning_tokens": 272}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 333, "prompt_tokens": 717, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1037}}
{"key": "5824e65a11e2520769254be7aa1e64884d7b04023ba8cad5e0d045dbd40f204b", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Neither\", \"why\": \"Cheaper and faster, and the existing Halvard trial already covers hands-on validation\"}", "sample": 0, "usage": {"completion_tokens": 294, "completion_tokens_details": {"reasoning_tokens": 256}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 251, "prompt_tokens": 635, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 929}}
{"key": "c4945211f901d33d08365517d1edbc71d9d634dc11b5b5625b9e0d6b917a209a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 143, "completion_tokens_details": {"reasoning_tokens": 78}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1209}}
{"key": "a5543db2f3e8285827311c7a2ca3dd29d626c8bfb6dc74aef685cd6311509c76", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent numbers confirm the tradeoff is real but unchanged: connector coverage for 30 vendors still outweighs a 1.9 s trend query, though I'd trial Corvel first to confirm it integrates cleanly and that latency is tolerable in practice.\"}", "sample": 0, "usage": {"completion_tokens": 137, "completion_tokens_details": {"reasoning_tokens": 69}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 894}}
{"key": "ca264b415f7629206307f5ba909f13516483a5fa3345427c93338edb4f461464", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 42, \"weight_connector_coverage\": 18, \"weight_price\": 26, \"weight_support_and_uptime\": 9, \"weight_other\": 5, \"relative_preference\": 2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 115, "completion_tokens_details": {"reasoning_tokens": 50}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1295}}
{"key": "88148e38e37c6e651b285f3c222fc33c1de60875551ea056149511002037a6d6", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms Corvel is ~5x faster on trends \u2014 our operators' core complaint \u2014 and its connector coverage lowers integration risk; a hands-on trial on our own tags will confirm before signing.\"}", "sample": 0, "usage": {"completion_tokens": 203, "completion_tokens_details": {"reasoning_tokens": 145}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 241, "prompt_tokens": 753, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 956}}
{"key": "f7d9e0e135512f658ccd13323355829b1a84e655c033bd705a52d211c19cd9dc", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Independent testing confirms the connector count and latency advantage, which matters most given our thirty-vendor mix.\", \"trial\": \"Corvel Stream\", \"why\": \"I'd trial Corvel to verify its 140 connectors actually cover our specific PLC and SCADA models before committing the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 123, "completion_tokens_details": {"reasoning_tokens": 50}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 379, "prompt_tokens": 763, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 886}}
{"key": "8d3b2173c7fc257676e1cb49445b66a68cd0b9d0b666ea05c1c96a9090c5cd67", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 35, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 203, "completion_tokens_details": {"reasoning_tokens": 138}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 490, "prompt_tokens": 1130, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1333}}
{"key": "332c5c3d560f112dbd0935598a5b217b1b6ece831b23ade5b39d0cac3a239c1c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 22, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 8, \"relative_preference\": 1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 177, "completion_tokens_details": {"reasoning_tokens": 112}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 495, "prompt_tokens": 1135, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1312}}
{"key": "9aaa42dd492d7579cefe0be60c3df19fcc68bd685ea1a6a88cf1495721d97cbe", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Cheaper and already trialed, and 1.9s latency is acceptable for our needs.\"}", "sample": 0, "usage": {"completion_tokens": 207, "completion_tokens_details": {"reasoning_tokens": 172}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 485, "prompt_tokens": 485, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 692}}
{"key": "2ba1a02fd9a028f730e77b5ff4dabd181679194e93153261e1365e6d19047191", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 371, "completion_tokens_details": {"reasoning_tokens": 314}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 299, "prompt_tokens": 683, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1054}}
{"key": "57a9bf5364a7d8e1874d8eea6b1eb770c8f46a26e449ecf5741ee4846a647f99", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Latency is exactly our pain point and Halvard claims the fastest number, but I want both run on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 173, "completion_tokens_details": {"reasoning_tokens": 129}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 326, "prompt_tokens": 710, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 883}}
{"key": "3c2b9a97b27251766f919cce760f249da5d2b801daf1d0667913c2918d08ed10", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Corvel Stream\",\"why\":\"The latency gap is real for operators, so I'd use the expiring trial to verify Corvel's 0.4 s claim before justifying the extra $7k to finance.\"}", "sample": 0, "usage": {"completion_tokens": 356, "completion_tokens_details": {"reasoning_tokens": 300}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 332, "prompt_tokens": 716, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1072}}
{"key": "45e64bea7ab053eb3e1db3e651ebbceb293b5eebcc8eae7e51eaf662b2af0e3d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": -1}", "sample": 0, "usage": {"completion_tokens": 234, "completion_tokens_details": {"reasoning_tokens": 177}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 299, "prompt_tokens": 683, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 917}}
{"key": "b52abfa828a07091a645bd0513bff9fd9e291c82030fa5155815b1e63e3b91b2", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Latency matters, but 140 native connectors still avoid far more custom integration work across our 30-vendor mix; 1.9 s is tolerable for plant trends.\",\"trial\":\"Both\"}", "sample": 0, "usage": {"completion_tokens": 138, "completion_tokens_details": {"reasoning_tokens": 87}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 326, "prompt_tokens": 710, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 848}}
{"key": "b5ba092fe4028fc659a1e7dff057681f5e83f2b40136f14c484730256d1f86fa", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms it is cheaper and 4x faster; connector gap covered by OPC UA\"}", "sample": 0, "usage": {"completion_tokens": 193, "completion_tokens_details": {"reasoning_tokens": 149}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 237, "prompt_tokens": 749, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 942}}
{"key": "b3842f0182fcd15be2283a6cb8c0690d779e473bbffda3f666dc3160fa1b5e5c", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Halvard's own pitch makes latency the deciding factor, and Corvel's number is nearly five times better \u2014 but both are vendor-measured, so I'd benchmark latency and connector coverage on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 144, "completion_tokens_details": {"reasoning_tokens": 77}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 332, "prompt_tokens": 716, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 860}}
{"key": "fdcb96a4829a8e5b6fd080d3468de7149a4e22c2474c889efed3c06505b2bfca", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty-vendor mix, cutting custom integration work that outweighs Halvard's lower price and faster queries.\"}", "sample": 0, "usage": {"completion_tokens": 91, "completion_tokens_details": {"reasoning_tokens": 49}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 570}}
{"key": "5f82851ee66dc0fe5065a3ca8e96f4a1361de18fb0f7bcb0da1496117a186e01", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 528, "completion_tokens_details": {"reasoning_tokens": 471}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 299, "prompt_tokens": 683, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1211}}
{"key": "d135bb2ea8808f4bbe9e51c441af51f2d1a9c9f5a387991b970a7f213e4201d2", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -3, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 249, "completion_tokens_details": {"reasoning_tokens": 184}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1429}}
{"key": "75b656d453398be42f84ffe1775c2c273ab1f463c23f2a5948031b0a24ad93bc", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 131, "completion_tokens_details": {"reasoning_tokens": 66}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 428, "prompt_tokens": 1068, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1199}}
{"key": "2f9fdfdf55658add3acaae2c4f9aaaf7e2d9e176ec5122ac89171cbf945568e4", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"0.4s p95 query latency directly addresses operator trend-speed complaints, and it's cheaper per site.\"}", "sample": 0, "usage": {"completion_tokens": 346, "completion_tokens_details": {"reasoning_tokens": 309}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 829}}
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{"key": "3901907473c3bb22a79069f10b2bcf11823c7bf14d4e3191671f131463d5d482", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent test confirms the latency and connector numbers, so the 140 native connectors still justify the premium for my ~30 vendors; I'd trial it hands-on to verify it actually covers my oddball PLCs before signing.\"}", "sample": 0, "usage": {"completion_tokens": 150, "completion_tokens_details": {"reasoning_tokens": 83}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 378, "prompt_tokens": 762, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 912}}
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{"key": "abfd770076c6290e022ac0fb7b5ffc9df8712946ca3fecbd3c0e0c99894d9165", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":18,\"weight_connector_coverage\":20,\"weight_price\":32,\"weight_support_and_uptime\":15,\"weight_other\":15,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 218, "completion_tokens_details": {"reasoning_tokens": 166}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 484, "prompt_tokens": 1124, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1342}}
{"key": "6558a31d5f32d61dd405823877a8da58fd02ebf1912aee58d2ae425d8b72d061", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Faster query latency directly addresses operators' main complaint about slow trend screens, and we already have a trial.\"}", "sample": 0, "usage": {"completion_tokens": 182, "completion_tokens_details": {"reasoning_tokens": 146}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 485, "prompt_tokens": 485, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 667}}
{"key": "492e01443911a0f5aa57ecde9965b77ff5df21a3956b2351cebf7632002be1d6", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Halvard's own logic favours Corvel: 0.4 s beats 1.9 s on the metric my operators feel every shift, so I will confirm that number on our hardware using the trial licence we already hold before signing.\"}", "sample": 0, "usage": {"completion_tokens": 393, "completion_tokens_details": {"reasoning_tokens": 326}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 331, "prompt_tokens": 715, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1108}}
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{"key": "72714ef4de04f56a685f51962ecfbf3e25418f43d2e960a2a4e743d25d383540", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":15,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 285, "completion_tokens_details": {"reasoning_tokens": 239}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 965}}
{"key": "08b2144320adbfd7f24568b824e448effb060fdcb25ff606b160d242fd3a55c3", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Halvard's latency point actually favors Corvel (0.4 s vs 1.9 s), and 140 native connectors cut integration work across ~30 vendors; still trial both on our own tags to verify.\"}", "sample": 0, "usage": {"completion_tokens": 174, "completion_tokens_details": {"reasoning_tokens": 109}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 331, "prompt_tokens": 715, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 889}}
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{"key": "aaa9f36da0f75372263c00f89383fdb59221b13a6aa1c3b933b7a337648cb23f", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its much broader native connector coverage reduces custom integration across our thirty PLC/SCADA vendors, outweighing the higher price and slower query latency.\"}", "sample": 0, "usage": {"completion_tokens": 220, "completion_tokens_details": {"reasoning_tokens": 181}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 486, "prompt_tokens": 486, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 706}}
{"key": "d68f4f449b5fd211b8a398844eeca99ea28f795c319e80c58556b6bd86a4bb99", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Connector breadth still dominates our integration cost, but I want both measured on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 432, "completion_tokens_details": {"reasoning_tokens": 395}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 329, "prompt_tokens": 713, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1145}}
{"key": "ef3999776289b0e2c579efa253ef28a420d736b299e841c442418b542a4cd505", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"0.4 s vs 1.9 s p95 targets our operators' trend-speed complaint, but both vendor-measured claims deserve a hands-on trial.\"}", "sample": 0, "usage": {"completion_tokens": 170, "completion_tokens_details": {"reasoning_tokens": 116}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 262, "prompt_tokens": 646, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 816}}
{"key": "70acaed39e20f84cc281773ac92bbdc76531d3e97f41d0169c275019df7979e3", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors reduce custom integration across our thirty vendors, and the much lower query latency justifies the extra cost.\"}", "sample": 0, "usage": {"completion_tokens": 241, "completion_tokens_details": {"reasoning_tokens": 206}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 486, "prompt_tokens": 486, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 727}}
{"key": "c80463e9c176980175defbf5ba2c18f836a1baf6f6a98ba27ae126d5290924ae", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Cheaper by $14k/yr across two sites; 1.9s p95 query is fine for our trending, and OPC UA covers any odd PLCs.\"}", "sample": 0, "usage": {"completion_tokens": 179, "completion_tokens_details": {"reasoning_tokens": 129}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 661}}
{"key": "1a0abb9e68073173a15655d19b7ed2b89b25d5a0f0df7ed740c9a96a0e1f234b", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"It is $7k per site cheaper and has lower query latency, which finance will accept over Corvel's extra connectors.\"}", "sample": 0, "usage": {"completion_tokens": 223, "completion_tokens_details": {"reasoning_tokens": 183}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 705}}
{"key": "47d466d1fcf0311f639ca4744b7d310a85c784ad226d6e0758c2ef9147192918", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent testing confirms Halvard is cheaper and faster; I will use the remaining trial to verify our PLCs are covered natively, since 46 connectors is fewer.\"}", "sample": 0, "usage": {"completion_tokens": 193, "completion_tokens_details": {"reasoning_tokens": 140}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 950}}
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{"key": "ce232c2c96dec213457ceaadf31206c5bfab425120a52bc8105c6ec50671b43a", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Latency claim needs checking on our own tags and hardware; 5x difference could justify the extra $35k/yr, but only if it holds up in a trial.\"}", "sample": 0, "usage": {"completion_tokens": 216, "completion_tokens_details": {"reasoning_tokens": 164}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 327, "prompt_tokens": 711, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 927}}
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{"key": "44760e9084b486be4889283bda0f2383b59f3d10bac628b83f0c9664d977afc7", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is cheaper and its much lower trend-query latency directly addresses our operators' main complaint, while OPC UA covers any missing connectors.\"}", "sample": 0, "usage": {"completion_tokens": 142, "completion_tokens_details": {"reasoning_tokens": 102}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 485, "prompt_tokens": 485, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 627}}
{"key": "4a5d92913d0a1d6ce532d21ea03fbee594e68a4cee7925fcdd8ec57ebd7a0c93", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 30, \"weight_support_and_uptime\": 25, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 178, "completion_tokens_details": {"reasoning_tokens": 113}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 427, "prompt_tokens": 1067, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1245}}
{"key": "5a79cf7a6cd5a0f053d21b4d2f40b22dff6b6e2aeff9a3aa947cb913b16bef94", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":20,\"weight_price\":30,\"weight_support_and_uptime\":20,\"weight_other\":5,\"relative_preference\":1,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 353, "completion_tokens_details": {"reasoning_tokens": 301}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 480, "prompt_tokens": 1120, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1473}}
{"key": "2aa4a3dcfa3296ec1859ddeada7db203d20250fd13b3aaf7e5731b335e7151b0", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Connector breadth still outweighs price and latency; I\u2019d trial Corvel to validate integration before signing.\"}", "sample": 0, "usage": {"completion_tokens": 242, "completion_tokens_details": {"reasoning_tokens": 202}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 266, "prompt_tokens": 650, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 892}}
{"key": "b0ca8712c9311dcff1e7357ea4cb493e6e9fb1942db83738918cbc6c6fd3e68b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 361, "completion_tokens_details": {"reasoning_tokens": 304}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 292, "prompt_tokens": 676, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1037}}
{"key": "00706959a1102c8a6231b5d8cf743b4d1cbe5d43f5fd8d78038592666f7265e1", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Nothing changed my reasoning: the connector breadth and latency still justify the premium, and my Halvard trial already gave me a real look at the alternative.\",\"trial\":\"Corvel Stream\"}", "sample": 0, "usage": {"completion_tokens": 145, "completion_tokens_details": {"reasoning_tokens": 97}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 262, "prompt_tokens": 646, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 791}}
{"key": "d30e68a405167c77b20188b8e6ef5ea9aeede30b55655d79b3ef2c321c94cd4b", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Cheaper and fastest, and its latency claim is the one that matters to operators, so I will validate it hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 158, "completion_tokens_details": {"reasoning_tokens": 111}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 326, "prompt_tokens": 710, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 868}}
{"key": "406c38e1735d2cb4160932607a4284958696db86e9be19e70d3b483651d0d689", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Nothing new on paper, so the cheaper option still wins; I've already had Corvel hands-on via the expiring trial, so trial Halvard before signing.\"}", "sample": 0, "usage": {"completion_tokens": 171, "completion_tokens_details": {"reasoning_tokens": 113}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 273, "prompt_tokens": 657, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 828}}
{"key": "051dfb55e17f0f008ab8f9347af607efd9af3d2adc017e00f2b6e191944c5b46", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":15,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 135, "completion_tokens_details": {"reasoning_tokens": 83}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 528, "prompt_tokens": 1168, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1303}}
{"key": "8d811d1c1b8a0ea2b7812d318188adda4aed742d5c95cdaa4bf13b4ca70c7a48", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent data confirms Halvard's far faster trends at lower price; trial it on our tags to verify.\"}", "sample": 0, "usage": {"completion_tokens": 130, "completion_tokens_details": {"reasoning_tokens": 84}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 240, "prompt_tokens": 752, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 882}}
{"key": "3ea5b9addf6ffd32d3c1fa4643db01f6a47f63b1b51bdad92fa5a09af0351aab", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent test confirms the 5x latency edge that fixes our operators' main complaint; the extra $7k per site is worth it.\"}", "sample": 0, "usage": {"completion_tokens": 250, "completion_tokens_details": {"reasoning_tokens": 199}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 376, "prompt_tokens": 760, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1010}}
{"key": "a1691b45b225910680978684a621bbe37699894b9f0f7fea56e3f8edc1a4430b", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Trend query speed is our operators' main complaint, and Corvel's 0.4 s latency is far better than Halvard's 1.9 s.\"}", "sample": 0, "usage": {"completion_tokens": 182, "completion_tokens_details": {"reasoning_tokens": 138}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 485, "prompt_tokens": 485, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 667}}
{"key": "91ab324ca8519e9d66728dc5d4b19dcfb724e262295d97b09647028726477ab2", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Nothing new changed the math: it is $7k per site cheaper with better latency, and finance will accept the cheaper option\", \"trial\": \"Halvard Historian\"}", "sample": 0, "usage": {"completion_tokens": 269, "completion_tokens_details": {"reasoning_tokens": 219}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 263, "prompt_tokens": 647, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 916}}
{"key": "6ac6b9d03e97c3696627debe9c7b98712800c9c67423907b042a6dc530e54322", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":40,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 392, "completion_tokens_details": {"reasoning_tokens": 345}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 292, "prompt_tokens": 676, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1068}}
{"key": "5931fedc71231f5d79b95c5e74d2db997a0fc16a875a5cbd8d8b56abc52db49e", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Nothing has changed: it is cheaper and its notably faster trends address our operators' main complaint, and our existing trial licence gives us hands-on confidence.\"}", "sample": 0, "usage": {"completion_tokens": 209, "completion_tokens_details": {"reasoning_tokens": 167}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 266, "prompt_tokens": 650, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 859}}
{"key": "67d280ad1175d28b52efb661c512ffb62aebcfd842b47225ec3ff354d000c246", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":15,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 178, "completion_tokens_details": {"reasoning_tokens": 125}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 415, "prompt_tokens": 1055, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1233}}
{"key": "a4a5c096213031a7d01b33a9d912d182ec10a7f4debc2bc0d3b8bf0131393aa5", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"140 native connectors sharply reduce custom integration work across our thirty vendors; 1.9 s latency and higher price are acceptable trade-offs.\"}", "sample": 0, "usage": {"completion_tokens": 137, "completion_tokens_details": {"reasoning_tokens": 99}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 481, "prompt_tokens": 481, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 618}}
{"key": "f26b16249deae3bf3bf30806aa3b02a325e8ab174e6081beb60812106ff48b76", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 146, "completion_tokens_details": {"reasoning_tokens": 81}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 421, "prompt_tokens": 1061, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1207}}
{"key": "de691b9ddb597a15e13a341d21f804695fb3905055c3e2b7a06150cf014410c5", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent data confirms the trade-off but connector breadth still dominates our thirty-vendor plant, so I'd trial Corvel to validate its connectors and whether 1.9 s latency is acceptable in practice.\"}", "sample": 0, "usage": {"completion_tokens": 99, "completion_tokens_details": {"reasoning_tokens": 41}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 380, "prompt_tokens": 764, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 863}}
{"key": "2c2dc37729635029a7365d293682e16f8ef8f203faebaa85b151a80b73cedf28", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Latency is decisive but both figures are vendor-measured on reference hardware; test both on our own tags and trends first.\"}", "sample": 0, "usage": {"completion_tokens": 110, "completion_tokens_details": {"reasoning_tokens": 62}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 193, "prompt_tokens": 705, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 815}}
{"key": "330548b0ad2905e1dd7d58442dea0600dd56d7e53d1b7cb3aeee03400369fd03", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent results confirm the 140 connectors and 0.4 s latency are real, so I'd trial Corvel to verify those connectors work against our thirty vendors before signing.\"}", "sample": 0, "usage": {"completion_tokens": 144, "completion_tokens_details": {"reasoning_tokens": 91}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 376, "prompt_tokens": 760, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 904}}
{"key": "8f62ab9fcd42f9d68a3e249f66fbc5f60a7cb717b870687a46df062852e7582e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":40,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 108, "completion_tokens_details": {"reasoning_tokens": 55}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 411, "prompt_tokens": 1051, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1159}}
{"key": "59c60d792258bd574c341fc0e7edcea846f1bfc7e12107b377f42fad335d1c5b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 380, "completion_tokens_details": {"reasoning_tokens": 323}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1061}}
{"key": "3e8c3b288525c636a6eb1e31bea9d270b6e048553c6f92844f8688ee0cd61bd2", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":15,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":6}", "sample": 0, "usage": {"completion_tokens": 107, "completion_tokens_details": {"reasoning_tokens": 54}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 529, "prompt_tokens": 1169, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1276}}
{"key": "38976b7ed530b0f2921efc596030aeb34df0973663bd0fc7aa97e72c93a2baee", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent data confirms vendor numbers and $14k/yr savings across two sites; 1.9s p95 is fine for our trending, so trial Halvard to validate connectors before signing.\"}", "sample": 0, "usage": {"completion_tokens": 197, "completion_tokens_details": {"reasoning_tokens": 134}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 387, "prompt_tokens": 771, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 968}}
{"key": "fa7f010fdcd34acce798dcc8ceb7ab1610b6d532ddec0c87d1d2340a6a7a63a7", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Operator trend speed is the key complaint, so I would validate Corvel's latency claim in a hands-on trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 148, "completion_tokens_details": {"reasoning_tokens": 105}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 270, "prompt_tokens": 654, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 802}}
{"key": "f796149b5726977e098134fa6d29969bc35f1564c490eb44789edd5f448e6b2f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":42,\"weight_connector_coverage\":13,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 278, "completion_tokens_details": {"reasoning_tokens": 226}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 481, "prompt_tokens": 1121, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1399}}
{"key": "4665643a192cdec20a7318e12d507fadef66787f969de0787a5bbc6463a7d2ce", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 123, "completion_tokens_details": {"reasoning_tokens": 58}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 535, "prompt_tokens": 1175, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1298}}
{"key": "6270e10b80bdf18ec4f3b93ab1725aca96ecfb1dc4dfac2d18146ab5136a327a", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard's speed and lower price; trial it to confirm its 46 connectors cover our PLCs and our trial of Corvel already showed the rest.\"}", "sample": 0, "usage": {"completion_tokens": 203, "completion_tokens_details": {"reasoning_tokens": 144}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 377, "prompt_tokens": 761, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 964}}
{"key": "333120616c785ab74aadcca7b81f13aee40d7c4512ce62e8dd7d2670c863da5b", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Speed is the operators' core complaint and Corvel tested ~4x faster, but I'd verify both latency claims on my own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 240, "completion_tokens_details": {"reasoning_tokens": 189}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 329, "prompt_tokens": 713, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 953}}
{"key": "38d4e3368f5270260236ea3aedede081b1c2302f3aa6f97b6cf017f032608950", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent testing confirms Halvard's 0.4 s trend queries and lower price, fixing our operators' main complaint; OPC UA covers any missing connectors, so I would validate it in a hands-on trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 173, "completion_tokens_details": {"reasoning_tokens": 108}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 380, "prompt_tokens": 764, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 937}}
{"key": "0b738bb1ceddfb47628aff0ad24b0b459f973fc69262b7488fc161768c054872", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 30, \"weight_support_and_uptime\": 25, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 424, "completion_tokens_details": {"reasoning_tokens": 359}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 541, "prompt_tokens": 1181, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1605}}
{"key": "53f8bb652e4a0c41c56fb1d0043b092cb0325849a8883951e881277fb201692d", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Halvard's pitch actually favors Corvel's faster queries, and I need a hands-on trial to verify Corvel's 140 connectors against our thirty-vendor mix before signing.\"}", "sample": 0, "usage": {"completion_tokens": 156, "completion_tokens_details": {"reasoning_tokens": 102}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 329, "prompt_tokens": 713, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 869}}
{"key": "b1a17cb7831f7aeb07986f9743a382809d4b5c64a2e8f48281454df78a19aa25", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":40,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":6}", "sample": 0, "usage": {"completion_tokens": 239, "completion_tokens_details": {"reasoning_tokens": 186}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 525, "prompt_tokens": 1165, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1404}}
{"key": "d041af1b7a60b215e3f4cb6c8f4a41a6552f88bb5ed24f4237e2fb9a15236afc", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty vendor systems, cutting custom integration work and risk.\"}", "sample": 0, "usage": {"completion_tokens": 102, "completion_tokens_details": {"reasoning_tokens": 70}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 481, "prompt_tokens": 481, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 583}}
{"key": "eaca4b30bee5f1dac5a34697830181394812cfda70059700bc3688c8d502e1fd", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 224, "completion_tokens_details": {"reasoning_tokens": 159}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1290}}
{"key": "a91b28119eefd02dc88904f8dc2aa43f6d9c55f644e936ea2cbf52673f08d6ff", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing confirms Corvel's 0.4 s queries, which addresses our operators' main complaint; I'd trial Corvel hands-on before signing since we already know Halvard.\"}", "sample": 0, "usage": {"completion_tokens": 144, "completion_tokens_details": {"reasoning_tokens": 89}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 384, "prompt_tokens": 768, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 912}}
{"key": "8118cdfcc7003dd68828a0670ca1dae79d88b762419f6d3c19996da773eccbe7", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":45,\"weight_connector_coverage\":15,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 176, "completion_tokens_details": {"reasoning_tokens": 123}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 482, "prompt_tokens": 1122, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1298}}
{"key": "dac01612e7aabee331c9e09e9866d554f243ce892aba381e21663c4e1a88f9a7", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Connector breadth still drives my integration cost, but I want latency measured on my own tags and hardware, not vendor reference hardware, before signing.\"}", "sample": 0, "usage": {"completion_tokens": 266, "completion_tokens_details": {"reasoning_tokens": 221}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 333, "prompt_tokens": 717, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 983}}
{"key": "ce250874efc8f311dfddcfffb351e8e77f8cecdf93fb665691be8edcf77ca9b1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 553, "completion_tokens_details": {"reasoning_tokens": 496}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1234}}
{"key": "afd29b1bdbae947f2bd6afcf9a7f392e5c7977a81a6893750da6e04b287812ca", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Still the best fit for our many-vendor plant; trial it to validate real connectors and latency before signing.\"}", "sample": 0, "usage": {"completion_tokens": 399, "completion_tokens_details": {"reasoning_tokens": 359}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 260, "prompt_tokens": 644, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1043}}
{"key": "9733946ce18863e3c1f598cdfd9502bb3e146dc2317a381a1184157abb63167e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 38, \"weight_price\": 17, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 254, "completion_tokens_details": {"reasoning_tokens": 189}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 488, "prompt_tokens": 1128, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1382}}
{"key": "0e5d0fe5a4f203e7e702339019160a9320807a4a4413a07d8a34a078158d8024", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Note is self-serving and both latencies are vendor-measured; still ~$14k/yr cheaper, so trial Halvard on our own tags to confirm 1.9s is tolerable before signing.\"}", "sample": 0, "usage": {"completion_tokens": 343, "completion_tokens_details": {"reasoning_tokens": 276}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 340, "prompt_tokens": 724, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1067}}
{"key": "3b38c21cca052d3cafdb9367eca83e785bdeb7c1c3820ed44a3dc66433bb9106", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 113, "completion_tokens_details": {"reasoning_tokens": 48}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1293}}
{"key": "d3ad498394d016899330d6263fdfb0c61f93773b833917e510b50bfefa100955", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is the cheaper option and already in trial; 0.4 s latency is clearly adequate, so I cannot justify Corvel's extra $7k per site.\"}", "sample": 0, "usage": {"completion_tokens": 143, "completion_tokens_details": {"reasoning_tokens": 97}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 626}}
{"key": "37097e46fd0b6a412903643c5a52df11f82171ec67cb0b53119aec02b3450081", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Still $14k a year cheaper across both sites with faster trends; I have already been running Corvel hands-on, so I would trial Halvard to verify its vendor-measured latency and check the 46 connectors cover our PLCs before signing.\"}", "sample": 0, "usage": {"completion_tokens": 372, "completion_tokens_details": {"reasoning_tokens": 296}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 330, "prompt_tokens": 714, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1086}}
{"key": "c4bccb11ac6f5af2451f4844402ace013323bf6884fe8d6b7b6e7b2252ca40ae", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":50,\"weight_connector_coverage\":15,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 418, "completion_tokens_details": {"reasoning_tokens": 371}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1100}}
{"key": "b8dcb29ac68c5c59c05fd0f5a4f27dbdcbcbc79cf00b12498ece6da640299e52", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Halvard already leads on the metric our operators care about and on price, but I will verify its 0.4 s claim on our own tags and hardware, and give Corvel a fair side-by-side on connectors before signing.\"}", "sample": 0, "usage": {"completion_tokens": 442, "completion_tokens_details": {"reasoning_tokens": 378}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 333, "prompt_tokens": 717, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1159}}
{"key": "c6f4f20b3dba43d99d95c53b7bfcaf8d85efc192d62f80d2f1910f14ded2a414", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Still favor Corvel's connector coverage, but trial both to verify integration and latency claims before signing.\"}", "sample": 0, "usage": {"completion_tokens": 195, "completion_tokens_details": {"reasoning_tokens": 159}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 254, "prompt_tokens": 638, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 833}}
{"key": "251e37e626163bac9da290d388e7702a0b870582d713d2816d63d913693b71a1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 503, "completion_tokens_details": {"reasoning_tokens": 446}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1185}}
{"key": "5b2c1bf502512a23d3ef1556a8af80eed8c0481c24e11d35dc45e6cbc774659f", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Cheaper per site and already in trial; latency difference has no stated operational need.\"}", "sample": 0, "usage": {"completion_tokens": 164, "completion_tokens_details": {"reasoning_tokens": 135}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 647}}
{"key": "444ff6e485e774337caf608cca5cc3cb13b1f1dedb18107c8c248472b34c6fd2", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":38,\"weight_price\":12,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-1,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 300, "completion_tokens_details": {"reasoning_tokens": 247}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 478, "prompt_tokens": 1118, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1418}}
{"key": "7ca1239c6a889904d50ee16f8de2ef87a4eee24597e97e7986d4e8d89229e5e4", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent numbers match vendor claims, so the 140 connectors still win on our thirty-vendor integration burden; trial Corvel to confirm coverage of our actual PLC mix.\"}", "sample": 0, "usage": {"completion_tokens": 155, "completion_tokens_details": {"reasoning_tokens": 104}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 374, "prompt_tokens": 758, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 913}}
{"key": "28bbfff9c13d77e7c0ca6b36e289c9d662a1620f1e2c0200cf61f17bea308af6", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 18, \"weight_price\": 30, \"weight_support_and_uptime\": 25, \"weight_other\": 9, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 480, "completion_tokens_details": {"reasoning_tokens": 415}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 494, "prompt_tokens": 1134, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1614}}
{"key": "f5d8f01ee68a9c114b4477017f7ed14bc3ead746e78ba69cae8c558cf9679998", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 22, \"weight_connector_coverage\": 24, \"weight_price\": 32, \"weight_support_and_uptime\": 14, \"weight_other\": 8, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 255, "completion_tokens_details": {"reasoning_tokens": 190}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1321}}
{"key": "11e35285e37bef0239d49e774868d8e068243e5578d3d6f88f440384947beb40", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":50,\"weight_connector_coverage\":15,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 120, "completion_tokens_details": {"reasoning_tokens": 67}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 417, "prompt_tokens": 1057, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1177}}
{"key": "dda2bc6603f04329f3bb8b32234bc68d79f39a860d7f028b0549384cab8e13d9", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Halvard's note just restates 1.9 s vs Corvel's 0.4 s, so the latency gap that drives operator complaints still stands; I'd trial both on our own tags and hardware to verify the vendor-measured numbers before signing.\"}", "sample": 0, "usage": {"completion_tokens": 361, "completion_tokens_details": {"reasoning_tokens": 291}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 337, "prompt_tokens": 721, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1082}}
{"key": "6562ac8a91d1b3ec17b980e459738868126137a30b38698119e5359421a6e250", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 25, \"weight_connector_coverage\": 20, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 1, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 243, "completion_tokens_details": {"reasoning_tokens": 178}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1376}}
{"key": "2fad6384b277bd3b4d89cd179f7e8c40b4244567f0d48c1aafc46bc42dece676", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing confirms Corvel's latency and 140 native connectors, which cut integration work across our thirty vendors; I'd trial it to verify the connectors on our own equipment.\"}", "sample": 0, "usage": {"completion_tokens": 78, "completion_tokens_details": {"reasoning_tokens": 25}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 240, "prompt_tokens": 752, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 830}}
{"key": "748bea97a7abd643fcd5db04ff17e3c55b3f03183da245dc3aaa76acb657080b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 156, "completion_tokens_details": {"reasoning_tokens": 91}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 427, "prompt_tokens": 1067, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1223}}
{"key": "e84ef6da720cd72ce833c282323ab73bea9d76a38ff8b52b2fe7e1f35066d53d", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Nothing new changes the case: Halvard is cheaper, faster at p95, and already in trial, so extra cost for Corvel's connector count is not justified.\"}", "sample": 0, "usage": {"completion_tokens": 266, "completion_tokens_details": {"reasoning_tokens": 212}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 270, "prompt_tokens": 654, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 920}}
{"key": "b668496f3fbb613b042f01b9a8be50335d99f3df6872af541857fc891074c9c5", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":25,\"weight_price\":35,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":1}", "sample": 0, "usage": {"completion_tokens": 376, "completion_tokens_details": {"reasoning_tokens": 330}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1055}}
{"key": "698978051bbb54322d1d2f5e9e9e5f692719257c918512698e7fb33acbfe89eb", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Faster trend queries (0.4s vs 1.9s) and lower price directly address operator complaints.\"}", "sample": 0, "usage": {"completion_tokens": 200, "completion_tokens_details": {"reasoning_tokens": 161}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 684}}
{"key": "6b8fd503ab2032a9a7a18cf9d9075453d5883807b33c9c51c418e6250e6da95b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":25,\"weight_price\":35,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 293, "completion_tokens_details": {"reasoning_tokens": 247}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 972}}
{"key": "904282bcc15e1f6c6a320878b5a95423087d741e1e23001e3d56c59cb91f950d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 627, "completion_tokens_details": {"reasoning_tokens": 570}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 299, "prompt_tokens": 683, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1310}}
{"key": "92bb29bfc0af44933d691b6516c75bee44eaed7403c71be8f75ef731662b265e", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Latency claims are vendor-measured on reference hardware, so I need both trialled against our own tag mix and 30-vendor connectivity before signing.\"}", "sample": 0, "usage": {"completion_tokens": 225, "completion_tokens_details": {"reasoning_tokens": 176}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 327, "prompt_tokens": 711, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 936}}
{"key": "de94fbb0121bca4108d596602201904246f37f1b338da6c5aa42edec61498b62", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 0.4 s p95 trend latency directly addresses our operators\u2019 main complaint about slow trend screens, worth the higher per-site cost.\"}", "sample": 0, "usage": {"completion_tokens": 276, "completion_tokens_details": {"reasoning_tokens": 236}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 760}}
{"key": "dd8c956a3a95743b19751cbc8fb9b63adeee183fa16eb67071b7c4a66ce762bb", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":50,\"weight_connector_coverage\":15,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":6}", "sample": 0, "usage": {"completion_tokens": 191, "completion_tokens_details": {"reasoning_tokens": 138}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 531, "prompt_tokens": 1171, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1362}}
{"key": "d982aed55ea455d62d3b59a649bda1250cb024bb801b486d8e9dddac01865086", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel is faster and covers far more of our vendors; a hands-on trial of both will confirm real-world latency and connector fit.\"}", "sample": 0, "usage": {"completion_tokens": 165, "completion_tokens_details": {"reasoning_tokens": 122}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 193, "prompt_tokens": 705, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 870}}
{"key": "bdc0ae99db08c9fa27a3344548cd78a3c94631c4a667ff360c42d5471ccd1cea", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 408, "completion_tokens_details": {"reasoning_tokens": 351}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1090}}
{"key": "d0dcfe44ee4eddf2f5560fb5fea0796dfe0a385adcc1bf2dca63fe940f679c04", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 22, \"weight_connector_coverage\": 25, \"weight_price\": 28, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 274, "completion_tokens_details": {"reasoning_tokens": 209}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1454}}
{"key": "7ea5bb775981f7bee30eb3ddbbf930f85c5d071094e31343a66ff12127764e6f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":25,\"weight_price\":35,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":1,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 94, "completion_tokens_details": {"reasoning_tokens": 42}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 413, "prompt_tokens": 1053, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1147}}
{"key": "a1c4285b5a755b93ded617efb95b77d9e4f60b2046debd54ce131f94fb7c1459", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 48, \"weight_connector_coverage\": 14, \"weight_price\": 20, \"weight_support_and_uptime\": 9, \"weight_other\": 9, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 183, "completion_tokens_details": {"reasoning_tokens": 118}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 541, "prompt_tokens": 1181, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1364}}
{"key": "1870677d449c11ff1973d128155a132a1888f49b72257bff6dac8007f4b1ee8a", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors better cover our thirty PLC/SCADA vendors and reduce costly custom integration, outweighing the higher price and slower queries.\"}", "sample": 0, "usage": {"completion_tokens": 260, "completion_tokens_details": {"reasoning_tokens": 220}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 744}}
{"key": "eb188c239d3518092a46ed0294e3c0d5f600737abd0fc208a22b75606caaea96", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 336, "completion_tokens_details": {"reasoning_tokens": 279}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1018}}
{"key": "a516fd546c2d9f6e941696666d85c4b1c446ce4278f4b207e6b0074dd7ffd3fe", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":18,\"weight_connector_coverage\":22,\"weight_price\":38,\"weight_support_and_uptime\":15,\"weight_other\":7,\"relative_preference\":2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 105, "completion_tokens_details": {"reasoning_tokens": 53}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 413, "prompt_tokens": 1053, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1158}}
{"key": "a34bb29eca718b50830b9d94e786d22d05cc401c097e80ba248a27facff428d0", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 40, \"weight_price\": 30, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 130, "completion_tokens_details": {"reasoning_tokens": 65}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 428, "prompt_tokens": 1068, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1198}}
{"key": "329e0f9067492c04cd01a7e1a9c1117b30eac04d8be7748616495a187d381bba", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 109, "completion_tokens_details": {"reasoning_tokens": 44}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 427, "prompt_tokens": 1067, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1176}}
{"key": "616df3f7a32a8f3cccbcbdc56eb63a027136916a47c581a442ecebae9a090a15", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Latency gap and lower price still favor it for operator trend speed.\", \"trial\": \"Both\", \"why\": \"Vendor-measured numbers need validating, and Corvel's 140 connectors could matter for our PLC mix.\"}", "sample": 0, "usage": {"completion_tokens": 145, "completion_tokens_details": {"reasoning_tokens": 82}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 264, "prompt_tokens": 648, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 793}}
{"key": "bfe93afcb1ad7f8f631be34b2c86337fcd61bb4f55cfdf2bca71b6e981b11c93", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent numbers match the vendors': Halvard is faster and $7k/site cheaper; the extra native connectors don't justify the premium when OPC UA covers the rest, so I'll validate our own tags on the existing trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 280, "completion_tokens_details": {"reasoning_tokens": 211}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 384, "prompt_tokens": 768, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1048}}
{"key": "3d37b126b549d546a29e28334b50fc1ba8ccfd594274cf3cdf760d37c4cbbe29", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 273, "completion_tokens_details": {"reasoning_tokens": 216}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 294, "prompt_tokens": 678, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 951}}
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{"key": "3c126f2d230769f84ddb79c483e3978efa98f5b9de01b8b9d60b7c08ee573d03", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"It is cheaper and claims lower latency, and my existing trial lets me validate both on our own data before finance signs.\"}", "sample": 0, "usage": {"completion_tokens": 180, "completion_tokens_details": {"reasoning_tokens": 136}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 337, "prompt_tokens": 721, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 901}}
{"key": "5e33b8c94ddec743ea305ddc9385e085aa756f9910c1b3ba127ad0cdf88fac8b", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors far better cover our thirty vendors, reducing custom integration, with much faster queries for a modest price premium.\"}", "sample": 0, "usage": {"completion_tokens": 144, "completion_tokens_details": {"reasoning_tokens": 107}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 628}}
{"key": "bc42ce4b692caad6abc8c64b7e070cb942978f30dd4fdb18cbb4831349501a29", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"Independent test confirms Halvard's faster trends at lower price; trial both on our tags to verify speed and that 46 connectors cover our PLCs.\"}", "sample": 0, "usage": {"completion_tokens": 249, "completion_tokens_details": {"reasoning_tokens": 197}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 378, "prompt_tokens": 762, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1011}}
{"key": "b101f8a9e088cc4c04c87696c3d837398fc4dd8c6da9ea651ff05f588ca52d3d", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Corvel's connector breadth looks best, but with no hands-on evidence I would trial both on our actual systems before signing.\"}", "sample": 0, "usage": {"completion_tokens": 325, "completion_tokens_details": {"reasoning_tokens": 283}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 265, "prompt_tokens": 649, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 974}}
{"key": "6282e01e30a26af261728723ca019026b2ac23592cb7aef7816160b941af6a94", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Cheaper at $19k/site, faster query latency, and 46 native connectors are enough for our plant.\"}", "sample": 0, "usage": {"completion_tokens": 182, "completion_tokens_details": {"reasoning_tokens": 143}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 487, "prompt_tokens": 487, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 669}}
{"key": "98293d1e518756c9154b4c1b883713edae5d38c5abc444b1099f77d668b3d213", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":40,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 89, "completion_tokens_details": {"reasoning_tokens": 36}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 413, "prompt_tokens": 1053, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1142}}
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{"key": "69d886aa881d1af6c261b295edacf902da662d3b1e2552fbe0aa5ca7f5d2485b", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Cheaper option meets our needs and finance will question paying more without a clear operational reason.\"}", "sample": 0, "usage": {"completion_tokens": 170, "completion_tokens_details": {"reasoning_tokens": 140}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 487, "prompt_tokens": 487, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 657}}
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{"key": "5b917d4471e815815bd6d05120c163a1caf56279d6a3986ef6dae60e6a818474", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing confirms Corvel\u2019s latency advantage on our key operator complaint, so I\u2019d trial it hands-on before signing despite the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 147, "completion_tokens_details": {"reasoning_tokens": 99}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 379, "prompt_tokens": 763, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 910}}
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{"key": "39d025d366839a3973535e7f7cde0a2673beb282cd03e46d145a15e74561939a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 42, \"weight_connector_coverage\": 18, \"weight_price\": 18, \"weight_support_and_uptime\": 10, \"weight_other\": 12, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 195, "completion_tokens_details": {"reasoning_tokens": 130}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 494, "prompt_tokens": 1134, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1329}}
{"key": "86551ac544d661a2938fff6913cf56133286c4ee84b1a50efb8947dc0cb9887c", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"The independent test confirms both vendors' figures, so the 140 native connectors still outweigh the latency and price gap; I'd trial Corvel hands-on to verify it covers our thirty vendors.\"}", "sample": 0, "usage": {"completion_tokens": 90, "completion_tokens_details": {"reasoning_tokens": 34}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 379, "prompt_tokens": 763, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 853}}
{"key": "02f97f5614446f88c410948c1dd4bb729142f97e6dfdfe93094a3e6f947225cc", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Connector breadth and latency still favour it, and the expiring Halvard trial already gave us hands-on evidence, so only Corvel needs a pilot before signing.\"}", "sample": 0, "usage": {"completion_tokens": 142, "completion_tokens_details": {"reasoning_tokens": 91}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 262, "prompt_tokens": 646, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 788}}
{"key": "594595b9d12e79a6c71a3635e628383641e7ebd2639a4a483928a12373460820", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":22,\"weight_connector_coverage\":25,\"weight_price\":33,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":1,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 237, "completion_tokens_details": {"reasoning_tokens": 185}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 480, "prompt_tokens": 1120, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1357}}
{"key": "3eef2c6487dd7ab493618899394bab05b7ddb957aba95e7bf41f18b8f215523d", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms the cheaper option meets our needs; the latency gap lacks a clear operational or financial case.\"}", "sample": 0, "usage": {"completion_tokens": 464, "completion_tokens_details": {"reasoning_tokens": 423}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 239, "prompt_tokens": 751, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1215}}
{"key": "b17c8244437229183bd92a39c7152798e31c738a128f8ad85fb7eabbac758099", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Both latency figures are vendor-measured on reference hardware; must verify trend speed on our own tags and servers before signing.\"}", "sample": 0, "usage": {"completion_tokens": 245, "completion_tokens_details": {"reasoning_tokens": 198}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 331, "prompt_tokens": 715, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 960}}
{"key": "8bc31641b885bc5783f3e2b5668e13652e48069e45117f0c903dde2cb0ebe697", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Faster trend queries address operator complaints and it costs less per site.\"}", "sample": 0, "usage": {"completion_tokens": 112, "completion_tokens_details": {"reasoning_tokens": 86}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 595}}
{"key": "199a66e60101b39d215124eded10687562bc0c7bf9718c05e219d3bb60117c70", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 0.4 s p95 query latency directly fixes our operators' slow trend screens, and we already have a trial running.\"}", "sample": 0, "usage": {"completion_tokens": 125, "completion_tokens_details": {"reasoning_tokens": 87}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 608}}
{"key": "d149b4a59b617b2b68bda7ec7e6c0e21685780532d8c846b6813680f4c51d91c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 40, \"weight_price\": 18, \"weight_support_and_uptime\": 14, \"weight_other\": 8, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 171, "completion_tokens_details": {"reasoning_tokens": 106}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 490, "prompt_tokens": 1130, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1301}}
{"key": "9a6c8ef375fe6c1d1727680981cfa912d67da73575ad7f96d82fc523a2605598", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":20,\"weight_price\":30,\"weight_support_and_uptime\":10,\"weight_other\":20,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 350, "completion_tokens_details": {"reasoning_tokens": 304}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1030}}
{"key": "7654c7a6d8b9bcc01e30873a527fa63f38094c33e54c1753cfe3028040c73353", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":45,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 270, "completion_tokens_details": {"reasoning_tokens": 217}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 527, "prompt_tokens": 1167, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1437}}
{"key": "c246944ba4b9ba691ab7e3e32889ea84498c460038c6d460ca7b68847fa972a4", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Halvard's own message confirms latency is what operators feel, and their 1.9 s is nearly five times worse than Corvel's 0.4 s; I'd validate Corvel on our tags in a hands-on trial.\"}", "sample": 0, "usage": {"completion_tokens": 213, "completion_tokens_details": {"reasoning_tokens": 147}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 332, "prompt_tokens": 716, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 929}}
{"key": "a32d021366d2219ec46e7083987e27b1758be620de86d8daa2c0a7f3be2f05c2", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Neither\", \"why\": \"Cheaper and faster, and our current Halvard trial already gives hands-on validation.\"}", "sample": 0, "usage": {"completion_tokens": 312, "completion_tokens_details": {"reasoning_tokens": 273}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 267, "prompt_tokens": 651, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 963}}
{"key": "5b172cfc45cec9d2b312a02f75e2f708aae3bbc2826ae940ca277f134d42ce6e", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Cheapest option fits tight budget; use expiring trial to validate before signing.\"}", "sample": 0, "usage": {"completion_tokens": 260, "completion_tokens_details": {"reasoning_tokens": 224}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 258, "prompt_tokens": 642, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 902}}
{"key": "d722c9eb963e8ff10cdb40a3cf340ab9847f08fc68b13ba3aca7ce8ec8d380d9", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover our many vendors and reduce custom integration, with better latency despite higher cost.\"}", "sample": 0, "usage": {"completion_tokens": 193, "completion_tokens_details": {"reasoning_tokens": 161}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 486, "prompt_tokens": 486, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 679}}
{"key": "79b01709f6cd254214f57d9efd7f10c894f462d2a2bf40f8d4c37626cc1ea272", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Cheaper with better query latency; OPC UA covers any non-native connectors, so Corvel's extra native connectors don't justify the premium.\"}", "sample": 0, "usage": {"completion_tokens": 211, "completion_tokens_details": {"reasoning_tokens": 170}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 481, "prompt_tokens": 481, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 692}}
{"key": "d22cf339a91a76e2f8e2d0abe54978d41199aed1c506c5a956c640810207ff9c", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover our thirty-vendor plant mix and avoid custom integration work, and we already have a trial in place.\"}", "sample": 0, "usage": {"completion_tokens": 253, "completion_tokens_details": {"reasoning_tokens": 215}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 486, "prompt_tokens": 486, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 739}}
{"key": "009c1ecf64346973441c79ee6d50a659b44069b82251eddbfe8e92583706838f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": -1}", "sample": 0, "usage": {"completion_tokens": 1998, "completion_tokens_details": {"reasoning_tokens": 1941}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 299, "prompt_tokens": 683, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 2681}}
{"key": "00ad356e41bf56714f957de3ba004824edeff48ec618c345fe95eea2a995056e", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent results confirm Corvel's 140 native connectors and faster queries, which outweigh the price premium for our multi-vendor sites; a hands-on trial should validate integration before signing.\"}", "sample": 0, "usage": {"completion_tokens": 258, "completion_tokens_details": {"reasoning_tokens": 204}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 376, "prompt_tokens": 760, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1018}}
{"key": "57c025c8e13358596e0f43c3df180d38406c2d1ba432b66b8be1c9a763d14199", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 15, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 260, "completion_tokens_details": {"reasoning_tokens": 203}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 941}}
{"key": "47399dd450b988a47a2d99d0fa4f69b0565a48d3b459a74b65ae5bcfdc654f06", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Halvard Historian\",\"why\":\"Halvard's latency and price look better on paper, but its 0.4 s figure is vendor-measured and unverified; I want hands-on proof against our own trend queries before signing, and my Corvel trial gives me a baseline to compare against.\"}", "sample": 0, "usage": {"completion_tokens": 238, "completion_tokens_details": {"reasoning_tokens": 164}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 250, "prompt_tokens": 634, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 872}}
{"key": "93368c65bc4b7b038d53ed1668292af6323a39a481b8eb1cc53d597db0dba55e", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Latency and connector coverage both matter, so I would validate Halvard's speed claim and Corvel's integration savings hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 394, "completion_tokens_details": {"reasoning_tokens": 349}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 332, "prompt_tokens": 716, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1110}}
{"key": "03a1b90c2558969826467886827adae3471417e5ff6d90bdbaabd0463e852a0c", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Latency remains the deciding factor, but I\u2019d hands-on test Halvard alongside our Corvel trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 228, "completion_tokens_details": {"reasoning_tokens": 188}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 262, "prompt_tokens": 646, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 874}}
{"key": "05009064eb8b6b2cd8929530566b68e919e6c2be00a73530f0209c04175ed684", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Validate both latency claims on our own tags and hardware before justifying any premium to finance.\"}", "sample": 0, "usage": {"completion_tokens": 276, "completion_tokens_details": {"reasoning_tokens": 242}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 192, "prompt_tokens": 704, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 980}}
{"key": "7c141cfd414751c4346e59d22c9df2b9191cac9246b94e5647e2bb9f3c65d44a", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard is faster and $7k/site cheaper; finish validating our Halvard trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 215, "completion_tokens_details": {"reasoning_tokens": 166}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 381, "prompt_tokens": 765, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 980}}
{"key": "7109bd01469fa7482f2352a27e0af3f95bef674407064bff801519f2200eca13", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":20,\"weight_price\":30,\"weight_support_and_uptime\":10,\"weight_other\":25,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 299, "completion_tokens_details": {"reasoning_tokens": 247}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 414, "prompt_tokens": 1054, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1353}}
{"key": "bd9368057cae8fa2b452b72a1370ac3d6e9ecf948cd43f03c28f46e3819e4fe2", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Meets uptime, support and deployment needs at the lower price; Corvel\u2019s faster queries and extra connectors don\u2019t justify the 37% premium under this budget.\"}", "sample": 0, "usage": {"completion_tokens": 295, "completion_tokens_details": {"reasoning_tokens": 247}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 481, "prompt_tokens": 481, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 776}}
{"key": "95da67d8e753c8fae39734f396b23a1d92ca47201982928fe7f1a4a75bf3b486", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":23,\"weight_connector_coverage\":40,\"weight_price\":18,\"weight_support_and_uptime\":10,\"weight_other\":9,\"relative_preference\":-2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 274, "completion_tokens_details": {"reasoning_tokens": 221}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 480, "prompt_tokens": 1120, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1394}}
{"key": "ffdb2f52ef828b8d8f5f334d26b8b4e7ca9860a58de4bf77f0bcc2eda213025d", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms both vendors' numbers, so nothing justifies $7k/site more; use the hands-on trial to confirm 1.9s latency is fine for our trend queries.\"}", "sample": 0, "usage": {"completion_tokens": 286, "completion_tokens_details": {"reasoning_tokens": 228}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 372, "prompt_tokens": 756, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1042}}
{"key": "a4073374b30f0e8a04c10ce58db91038694e7c4e92dcb53a25f9d8f8ddd256f3", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Nothing changed; it is cheaper and faster, so trial Halvard to verify OPC UA coverage before signing.\"}", "sample": 0, "usage": {"completion_tokens": 195, "completion_tokens_details": {"reasoning_tokens": 153}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 263, "prompt_tokens": 647, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 842}}
{"key": "16a6af35008db76a862b3a8421822c35330d492a57efbd257bd616541355cf9b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 15, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 188, "completion_tokens_details": {"reasoning_tokens": 123}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1254}}
{"key": "5cd37a0f126f7deb232d1e9f64ef13967e982a1a4eb7e6c8394985c769377aaa", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Corvel already leads on both connectors and latency; I would trial it hands-on to confirm before signing.\"}", "sample": 0, "usage": {"completion_tokens": 190, "completion_tokens_details": {"reasoning_tokens": 151}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 329, "prompt_tokens": 713, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 903}}
{"key": "b635a69ba415073037113cf25bb02890983b06987ec6c6b7b700055859c1fd8a", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard's faster trends at lower cost; trial it since Corvel's already been trialled.\"}", "sample": 0, "usage": {"completion_tokens": 82, "completion_tokens_details": {"reasoning_tokens": 39}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 236, "prompt_tokens": 748, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 830}}
{"key": "2a92843bbc54747cc94ff0bfc6eb8b79f55ff67d2d1bca397862c0d1768e484a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":20,\"weight_price\":30,\"weight_support_and_uptime\":10,\"weight_other\":20,\"relative_preference\":2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 116, "completion_tokens_details": {"reasoning_tokens": 64}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 528, "prompt_tokens": 1168, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1284}}
{"key": "657d7836181f17f24d8cccbd348b58fa4d127aecad1ee587939879cb2059e44e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 499, "completion_tokens_details": {"reasoning_tokens": 442}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1180}}
{"key": "d9eea05f70272490479298346af631635c47f73cb175385cdb38584f05286a25", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing confirms Corvel's latency lead, which directly addresses operators' main complaint, and our trial is already running.\"}", "sample": 0, "usage": {"completion_tokens": 203, "completion_tokens_details": {"reasoning_tokens": 161}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 376, "prompt_tokens": 760, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 963}}
{"key": "6d54f4ae48be46daade7366ddb785822d1c3512d24b303fc28ae9a03983017d8", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": -1, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 351, "completion_tokens_details": {"reasoning_tokens": 286}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 428, "prompt_tokens": 1068, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1419}}
{"key": "eeda708bcb61f2f4d3ef029102f6fdf033298e2d302663352e524855dae9aee9", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Connector breadth still outweighs the latency gap, but I'd trial both to verify real-world performance and integration before signing.\"}", "sample": 0, "usage": {"completion_tokens": 451, "completion_tokens_details": {"reasoning_tokens": 410}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 265, "prompt_tokens": 649, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1100}}
{"key": "f25b9de7d750d1fbf3dfbe4764c80969f24f699add3009f5fed5c304a26fd7f0", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"Still cheaper and faster on paper, but 'reference hardware' claims need proving on our own tags before I commit budget.\"}", "sample": 0, "usage": {"completion_tokens": 239, "completion_tokens_details": {"reasoning_tokens": 193}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 334, "prompt_tokens": 718, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 957}}
{"key": "fb47f806ff120cbd200f2f3c2c164075d2ee6d5c7c3297dd1c1a2c09559fb593", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 42, \"weight_connector_coverage\": 18, \"weight_price\": 15, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 114, "completion_tokens_details": {"reasoning_tokens": 49}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1294}}
{"key": "0cee8f4cd98d580118ca2a26a4ec19683ecec12434cfe5f0462f921564556a49", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Its much faster trend queries directly address our operators\u2019 main complaint, at lower cost, and OPC UA covers any non-native systems.\"}", "sample": 0, "usage": {"completion_tokens": 215, "completion_tokens_details": {"reasoning_tokens": 176}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 699}}
{"key": "8004f7a98705d7aa9938e126c2321bedb7637f03dea053e04a142a84b0520e65", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 355, "completion_tokens_details": {"reasoning_tokens": 298}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1036}}
{"key": "f91935487155b992f6a4e4555969538d4b4370b7fce80416e410dc8909151f9d", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms it's both faster and $7k/site cheaper; a trial will confirm OPC UA covers my legacy systems before signing.\"}", "sample": 0, "usage": {"completion_tokens": 193, "completion_tokens_details": {"reasoning_tokens": 144}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 377, "prompt_tokens": 761, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 954}}
{"key": "6c76d73daee38c487aa9d68be699a97bad62857139ff446cb9c7123ddaac6b3a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":15,\"weight_price\":35,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":1}", "sample": 0, "usage": {"completion_tokens": 442, "completion_tokens_details": {"reasoning_tokens": 396}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1122}}
{"key": "f3e3387b1d24b716d50e90dacd31e0c35f62069fe118ed24433aa24ea65ad47a", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Its broader native connector coverage and lower latency outweigh the higher price, and our existing trial can validate it before signing.\"}", "sample": 0, "usage": {"completion_tokens": 571, "completion_tokens_details": {"reasoning_tokens": 530}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 259, "prompt_tokens": 643, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1214}}
{"key": "5c46366f1acd40e5fb012d1e9a58d5889730aa7ba5ed248cd25777456cda4c67", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": -1, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 85, "completion_tokens_details": {"reasoning_tokens": 20}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 542, "prompt_tokens": 1182, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1267}}
{"key": "88d55f14b08e98d81046038455fdd0850b8ded78d1538a43c567e7335da78792", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Validate the latency claims on our own tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 229, "completion_tokens_details": {"reasoning_tokens": 199}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 189, "prompt_tokens": 701, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 930}}
{"key": "5bec7c5e9c15d989a7d3a1a1a2ff30f4bc1770bd66f46c9efc85f0a8c9007de3", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"No new evidence changes the budget case; trial Halvard to confirm its latency and connectors before signing.\"}", "sample": 0, "usage": {"completion_tokens": 263, "completion_tokens_details": {"reasoning_tokens": 223}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 270, "prompt_tokens": 654, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 917}}
{"key": "3f72c6aad8ad0d4682ad5f5e8ee4aec66b00fd7508b36c2624a11d589334775f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 228, "completion_tokens_details": {"reasoning_tokens": 163}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1294}}
{"key": "7064d1a6d936e3e050c9b11d6eee75ccca61c33fa33e7e4c6a1db79fdf0b4c18", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 20, \"weight_price\": 15, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 192, "completion_tokens_details": {"reasoning_tokens": 127}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1325}}
{"key": "db4a54181603eb7432a18ab742914e48577f8cee1c150befc52c9a294ec4f14e", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Faster queries and lower cost address our main pain point, but I would validate Halvard hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 156, "completion_tokens_details": {"reasoning_tokens": 113}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 264, "prompt_tokens": 648, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 804}}
{"key": "acff15dd103d3f75663ddbf49e48c6563437e45f689b34eca55f6b2070dca81f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 209, "completion_tokens_details": {"reasoning_tokens": 144}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1275}}
{"key": "adacb557402f4b4243ac7017e917d7a6964a51a77e5625bae8553700c7e41f42", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Native connector coverage matters most for our thirty-vendor mix, but I would trial both to confirm Corvel\u2019s latency is acceptable and Halvard\u2019s 46 connectors cover enough of our equipment.\"}", "sample": 0, "usage": {"completion_tokens": 236, "completion_tokens_details": {"reasoning_tokens": 180}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 379, "prompt_tokens": 763, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 999}}
{"key": "449ca4f16ab98e1eb1c9a64a9184b303973492992b76eebafee13898ef957b4c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":15,\"weight_price\":35,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":1,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 171, "completion_tokens_details": {"reasoning_tokens": 119}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 414, "prompt_tokens": 1054, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1225}}
{"key": "19e89c8b907c82dab9dae8c28fac657d4232da8b71c85210635cb462d9e84b8d", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Halvard still wins on price and latency, but 0.4 s is a reference-hardware claim, so I'd verify both on my own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 204, "completion_tokens_details": {"reasoning_tokens": 153}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 330, "prompt_tokens": 714, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 918}}
{"key": "2376da8bb05c95d5bd7eeab6112d45f0fde1857c45540951e93a3a871752ad8d", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"The latency gap is material, but a $35k/year premium across five sites needs hands-on proof before finance approves it.\"}", "sample": 0, "usage": {"completion_tokens": 580, "completion_tokens_details": {"reasoning_tokens": 538}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 325, "prompt_tokens": 709, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1289}}
{"key": "6e08cf6df45fab8a63598d21cf9bc09111dbe059f8c7d901ddd8b2f6510f2155", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 22, \"weight_connector_coverage\": 42, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 6, \"relative_preference\": 0, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 269, "completion_tokens_details": {"reasoning_tokens": 204}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 495, "prompt_tokens": 1135, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1404}}
{"key": "086058b8f87ca6102ed206017dc9ef90e5ad281c94aa291070fec6d9b95aa51a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 381, "completion_tokens_details": {"reasoning_tokens": 324}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 300, "prompt_tokens": 684, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1065}}
{"key": "136853202dc93c47e0717e4247528c87f2105a7d2eae53d0e2d2a83defa6daa4", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":20,\"weight_price\":30,\"weight_support_and_uptime\":10,\"weight_other\":15,\"relative_preference\":2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 529, "completion_tokens_details": {"reasoning_tokens": 477}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 481, "prompt_tokens": 1121, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1650}}
{"key": "4e992b7fc4c2b4ce251c15c5c2cafd4871fd2d3289b78df86018bb8ba2098880", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Operators' main complaint is slow trend queries, and Corvel's 0.4 s p95 is far better than Halvard's 1.9 s.\"}", "sample": 0, "usage": {"completion_tokens": 183, "completion_tokens_details": {"reasoning_tokens": 138}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 667}}
{"key": "a5c9621b3914a3fc9be5ed3ca416d2fecec40ff018e6dcb9a1e3ed8ee08c4f48", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"The independent lab confirms Halvard\u2019s far faster trends at lower price; a hands-on trial will verify that speed on our own data before signing.\"}", "sample": 0, "usage": {"completion_tokens": 95, "completion_tokens_details": {"reasoning_tokens": 45}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 378, "prompt_tokens": 762, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 857}}
{"key": "e73bd9708809d6dd0c2c6259b0d172692c4c5b94c1dc6fd5c96efeeab6713d15", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 110, "completion_tokens_details": {"reasoning_tokens": 45}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1290}}
{"key": "b8937d212dfd1c0e484bad2db50c2be91970acc101bb72c38f021a8f39aae254", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel's 0.4 s p95 is much better for operator trend queries, but I'd validate both on our own tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 629, "completion_tokens_details": {"reasoning_tokens": 581}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 329, "prompt_tokens": 713, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1342}}
{"key": "18933ee25974885c7ee805ca502b804318fa3691814f447aa2da56f2a4b14256", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 134, "completion_tokens_details": {"reasoning_tokens": 69}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 429, "prompt_tokens": 1069, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1203}}
{"key": "1f23003150778c25e18362e2b939713edc5c8d1c21ff3c0029582d43d271f00a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 114, "completion_tokens_details": {"reasoning_tokens": 49}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1294}}
{"key": "1119169c62346fef607eb7172f5b1b1f00d1f81d5c4e3a8ac4d9d0b97a584436", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty vendor systems, reducing custom integration work, and the trial expiring next month makes switching now practical.\"}", "sample": 0, "usage": {"completion_tokens": 113, "completion_tokens_details": {"reasoning_tokens": 71}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 597}}
{"key": "83a9fc6e9f169684a387dad4c88b8e0eafed46bbe165b4834b21291282ddf365", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":15,\"weight_price\":35,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":1,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 230, "completion_tokens_details": {"reasoning_tokens": 178}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 528, "prompt_tokens": 1168, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1398}}
{"key": "7e68a08256bc3c573659da0d54730c9c3f65eb55e88f9fe5eb24da91584089b3", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Latency claims are vendor-measured on their reference hardware, so I need to benchmark both on our own sites and confirm which of our thirty vendor systems are truly native.\"}", "sample": 0, "usage": {"completion_tokens": 214, "completion_tokens_details": {"reasoning_tokens": 162}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 332, "prompt_tokens": 716, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 930}}
{"key": "916d19d88444240bd7531c85ef5a838ccab7f2c4d3f4af47781fcebee3524b0e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 615, "completion_tokens_details": {"reasoning_tokens": 569}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1295}}
{"key": "6c0e0559ea00ffce1553fb9af836874eb28d395400a751ee79050d39ce5250b3", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors reduce custom integration across our many PLC/SCADA vendors, and we already have a trial.\"}", "sample": 0, "usage": {"completion_tokens": 271, "completion_tokens_details": {"reasoning_tokens": 236}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 755}}
{"key": "abf5d10effa3e81783800e10a479451a45f10f3cdb11e11c17a5736cc7cdc84c", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms the same specs; Halvard is still $7k/site cheaper and its latency/connectors are adequate, so I\u2019d trial it before signing.\"}", "sample": 0, "usage": {"completion_tokens": 604, "completion_tokens_details": {"reasoning_tokens": 549}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 384, "prompt_tokens": 768, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1372}}
{"key": "af9a6a0645f7f58c6f6725fe3008a64b9ef659362240cb07a0f324705ddbb49a", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Latency is our operators\u2019 key pain and Halvard claims 0.4 s at lower cost, but I want to validate that vendor-measured number on our own data before signing.\"}", "sample": 0, "usage": {"completion_tokens": 275, "completion_tokens_details": {"reasoning_tokens": 216}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 331, "prompt_tokens": 715, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 990}}
{"key": "a5379b037c944681a6d68d8954548669b72619d9afc3aa6898714d95cdcf4c70", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 25, \"weight_price\": 32, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 400, "completion_tokens_details": {"reasoning_tokens": 343}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 294, "prompt_tokens": 678, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1078}}
{"key": "12dd32dafa8ddbc0b3ddb4d11f69bcca4da7954d35d2590bbc40e5bae743e012", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 40, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 392, "completion_tokens_details": {"reasoning_tokens": 335}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 300, "prompt_tokens": 684, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1076}}
{"key": "9292e6bb372caca3d477259ab2157329f100c4c44549149e9f8f5ca94153ace3", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing confirms its broader native connectors and lower latency, which matter across our many vendor systems; trial it against our actual PLCs before signing.\"}", "sample": 0, "usage": {"completion_tokens": 567, "completion_tokens_details": {"reasoning_tokens": 520}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1324}}
{"key": "dada524a8fdc7549669c98fa1078cb273dc063d4dd154c811ce9b04713a3d2bf", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 1263, "completion_tokens_details": {"reasoning_tokens": 1206}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1944}}
{"key": "0efa36712d62c397f79e8d90d53a0752d5ebdc935e4c1b7bc5a04a82dc183a92", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 129, "completion_tokens_details": {"reasoning_tokens": 77}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 414, "prompt_tokens": 1054, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1183}}
{"key": "771f27827fff26c522cadcb65fe53ddce2a7ee1024c8ecbad9435987a8777277", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 50, \"weight_connector_coverage\": 14, \"weight_price\": 18, \"weight_support_and_uptime\": 10, \"weight_other\": 8, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 298, "completion_tokens_details": {"reasoning_tokens": 233}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1431}}
{"key": "d15d387e0cb8d5dc0bf698342dfa6285d297eeb4033609cca1cc1377df008386", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 22, \"weight_connector_coverage\": 24, \"weight_price\": 30, \"weight_support_and_uptime\": 14, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 323, "completion_tokens_details": {"reasoning_tokens": 258}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 543, "prompt_tokens": 1183, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1506}}
{"key": "c3882e7e093c484d7eb608988ec58f264d801e93f893f074894521e7dfa899a2", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Halvard\u2019s own argument makes latency operator-critical; I need to verify 0.4 s vs 1.9 s on our tags and network before justifying the $7k/site premium to finance.\"}", "sample": 0, "usage": {"completion_tokens": 138, "completion_tokens_details": {"reasoning_tokens": 78}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 337, "prompt_tokens": 721, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 859}}
{"key": "95dcb1d0d4284953920fe894103999958a71a51a82a528cd5cffb7d69f033a22", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 40, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 182, "completion_tokens_details": {"reasoning_tokens": 117}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 429, "prompt_tokens": 1069, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1251}}
{"key": "8da95f25a6159f2e43b8726e10077e720c8f71d1bb2879462c724b0bd07c364a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 98, "completion_tokens_details": {"reasoning_tokens": 33}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1164}}
{"key": "47df3d267b7d32bacc1f43a693729eed5c491fd7df06af1030974e0127897de7", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 25, \"weight_price\": 20, \"weight_support_and_uptime\": 5, \"weight_other\": 5, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 486, "completion_tokens_details": {"reasoning_tokens": 429}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1166}}
{"key": "1379b7e2507d380bbc7b4f50e9f2c31133ab571bc46f761a69bb194cda9636ed", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 40, \"weight_price\": 18, \"weight_support_and_uptime\": 14, \"weight_other\": 8, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 401, "completion_tokens_details": {"reasoning_tokens": 336}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1534}}
{"key": "867bc95989260abb361c6968efbb013b6e4c88a0969e2148ba4fe89c64348aca", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Its latency advantage directly addresses operators' main complaint, and we already have a trial to validate it before signing.\"}", "sample": 0, "usage": {"completion_tokens": 510, "completion_tokens_details": {"reasoning_tokens": 470}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 270, "prompt_tokens": 654, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1164}}
{"key": "bec02a5f980fd8a1f9b4405ea3aa55da72145132429429b26eb9221ccf1d04ff", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 14, \"weight_other\": 11, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 245, "completion_tokens_details": {"reasoning_tokens": 180}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 423, "prompt_tokens": 1063, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1308}}
{"key": "47e9797500de046a9020249af61ccad226ace6dcc3470bc2439bd786e26d59e1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":2,\"source_independence\":6}", "sample": 0, "usage": {"completion_tokens": 91, "completion_tokens_details": {"reasoning_tokens": 39}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 528, "prompt_tokens": 1168, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1259}}
{"key": "325cf4fcaa48a4592911f2574bc1cf40eecd26fb1605f0d5a6932b3d88a48448", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel still wins on native connector coverage for our thirty vendors and has the better latency; I would validate both on our hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 273, "completion_tokens_details": {"reasoning_tokens": 229}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 326, "prompt_tokens": 710, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 983}}
{"key": "a85ce596fd60d86ef0b71a4fc548f6552fd63c544421fb6fcb6dd148333632cb", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Cheaper and faster with same uptime and support; OPC UA covers non-native connectors.\"}", "sample": 0, "usage": {"completion_tokens": 166, "completion_tokens_details": {"reasoning_tokens": 135}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 648}}
{"key": "145250703747f762f597a04a17fe0cdb623b7e71fc5abcde69d8805a440d387f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":30,\"weight_connector_coverage\":15,\"weight_price\":33,\"weight_support_and_uptime\":14,\"weight_other\":8,\"relative_preference\":0,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 519, "completion_tokens_details": {"reasoning_tokens": 467}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 481, "prompt_tokens": 1121, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1640}}
{"key": "613f7a1fa7f35a24ff90ca8c03bb9d8ca305f788fce29bace97d77cdac132177", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 400, "completion_tokens_details": {"reasoning_tokens": 343}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1081}}
{"key": "3e78478b9a46a986a0bbdbd4bf9138e983956e562a9ba74c62e2feb1ab6f236f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 25, \"weight_price\": 20, \"weight_support_and_uptime\": 5, \"weight_other\": 5, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 128, "completion_tokens_details": {"reasoning_tokens": 63}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 425, "prompt_tokens": 1065, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1193}}
{"key": "98065418cca1dfa70b21581add53d2bba7ad83db291b3eb10ec3c1d3521bed39", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Still the better connector fit for our thirty vendor systems; I would hands-on test both before signing, though Corvel's expiring trial makes it the practical front-runner.\"}", "sample": 0, "usage": {"completion_tokens": 503, "completion_tokens_details": {"reasoning_tokens": 452}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 267, "prompt_tokens": 651, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1154}}
{"key": "1f36eaaa87f222906fa33854880d72fd24ffae02f712fd4be1e43e5a36d503ab", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Connector breadth still wins; trial both to confirm integration and latency before signing.\"}", "sample": 0, "usage": {"completion_tokens": 514, "completion_tokens_details": {"reasoning_tokens": 482}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 260, "prompt_tokens": 644, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1158}}
{"key": "fa45987b2cf250050cb1670bdb5002d8e0da9e60f2695990eaaabf5328f125e5", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms Corvel's latency is ~5x better, which directly fixes our operators' main complaint; trial it on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 123, "completion_tokens_details": {"reasoning_tokens": 74}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 384, "prompt_tokens": 768, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 891}}
{"key": "b17aac38e54658be7622378842daf7d8b1dc5276bafb8f52b4d2da5d5e80ba7d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 97, "completion_tokens_details": {"reasoning_tokens": 32}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1163}}
{"key": "c8676e9a85243bc38ce612e2f1d8c42f4cf5ec144746690cbf5512b89144688d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 48, \"weight_price\": 18, \"weight_support_and_uptime\": 9, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 263, "completion_tokens_details": {"reasoning_tokens": 198}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1443}}
{"key": "ab9c81585bf001356e474ff745530f8c14f68c57df6c0e3432f1a6f91b51f0d7", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":42,\"weight_connector_coverage\":20,\"weight_price\":18,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 242, "completion_tokens_details": {"reasoning_tokens": 190}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 481, "prompt_tokens": 1121, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1363}}
{"key": "b08d03c3f2183288b97f429616b2020f7a96e7a7e6559a5d1eda71d90d56b0b6", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 20, \"weight_price\": 38, \"weight_support_and_uptime\": 9, \"weight_other\": 15, \"relative_preference\": 1, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 282, "completion_tokens_details": {"reasoning_tokens": 217}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 543, "prompt_tokens": 1183, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1465}}
{"key": "be36d494fd090bba5bd67eb03ca443f200fdeed22926eeeb6815fbd7ab78fd90", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Lower cost meets our needs; 1.9s latency is acceptable and native connectors are sufficient.\"}", "sample": 0, "usage": {"completion_tokens": 361, "completion_tokens_details": {"reasoning_tokens": 326}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 843}}
{"key": "171635eebad669ec4fccf6a1a2195d09f62667dbd964b8bd201d8aeb75bb9aa8", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Lower query latency (0.4s vs 1.9s) directly addresses operator complaints about slow trend screens, and it's cheaper.\"}", "sample": 0, "usage": {"completion_tokens": 302, "completion_tokens_details": {"reasoning_tokens": 258}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 487, "prompt_tokens": 487, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 789}}
{"key": "9607e4be7259162ec264dae81a4d186cfe39ef32252d66113f28996f3f2a0ae6", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 25, \"weight_price\": 20, \"weight_support_and_uptime\": 5, \"weight_other\": 5, \"relative_preference\": -2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 232, "completion_tokens_details": {"reasoning_tokens": 167}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 539, "prompt_tokens": 1179, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1411}}
{"key": "2e1fd1f28ca7e19cf33ae3d7bf501580b30eda1d6227ff1522a0d8fb0d1884ee", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"The independent results match the vendors' claims, so Corvel's 140 native connectors still win on integration effort for our thirty vendor systems, but I'd trial both to confirm real connector coverage and query performance on our data.\"}", "sample": 0, "usage": {"completion_tokens": 103, "completion_tokens_details": {"reasoning_tokens": 42}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 381, "prompt_tokens": 765, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 868}}
{"key": "36bbabb31d686ccbbfa10ba09b127f51148687bb43279061d18a16643d22b01f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 42, \"weight_connector_coverage\": 20, \"weight_price\": 18, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 103, "completion_tokens_details": {"reasoning_tokens": 38}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1283}}
{"key": "29907e208d715e931d2d95811813fec9d6320fb996731d370c3e14f4f24b7a36", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Lower price and faster queries make it the better value; a hands-on trial should confirm the 46 native connectors cover our site.\"}", "sample": 0, "usage": {"completion_tokens": 228, "completion_tokens_details": {"reasoning_tokens": 182}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 254, "prompt_tokens": 638, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 866}}
{"key": "861abedd4fcf8e2f081eccd150cfa92c4787680518c112720002eaf0efa57ce0", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 25, \"weight_connector_coverage\": 22, \"weight_price\": 30, \"weight_support_and_uptime\": 13, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 501, "completion_tokens_details": {"reasoning_tokens": 436}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 496, "prompt_tokens": 1136, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1637}}
{"key": "a9a28e047905616cbb158610fe848efbaa29007e69f24dd58d7bc089d440e624", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 22, \"weight_price\": 33, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 323, "completion_tokens_details": {"reasoning_tokens": 258}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 537, "prompt_tokens": 1177, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1500}}
{"key": "0d368b2001d8bead23de0de2a2d4d46279922d3a1923e8a72c5635158a2fb56c", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Latency gap still favors Corvel, but Halvard's challenge is fair\u2014I'll verify both on our own tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 207, "completion_tokens_details": {"reasoning_tokens": 162}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 337, "prompt_tokens": 721, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 928}}
{"key": "b39aeb26d0e1c16b62df8aa036cb520996630d748e753610929ebe4125f494c2", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 25, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 302, "completion_tokens_details": {"reasoning_tokens": 245}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 299, "prompt_tokens": 683, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 985}}
{"key": "707803f4243e2dcec971d7c858e884f2e5deeac9cc0aab21e5c652cc302d4634", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 42, \"weight_price\": 18, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 209, "completion_tokens_details": {"reasoning_tokens": 144}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1342}}
{"key": "d57cd01e3216be5d6eadd7e2fc14e8af635ee2b8d79bf0b3a33ed712a0d9f763", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its much lower trend latency directly fixes our operators' main complaint, justifying the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 148, "completion_tokens_details": {"reasoning_tokens": 119}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 487, "prompt_tokens": 487, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 635}}
{"key": "bd93612cc736a3c643972bb82df3430fadead9cb05b30fd3f75255671a827ac3", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 151, "completion_tokens_details": {"reasoning_tokens": 86}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1284}}
{"key": "0039fd5ee7a545ef4282f73120ff3186d45717b9e6a542dd960bbca34c4aed9e", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard is faster and cheaper; OPC UA covers gaps, so trial it hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 106, "completion_tokens_details": {"reasoning_tokens": 62}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 240, "prompt_tokens": 752, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 858}}
{"key": "deb6528b8e5cf2a7907c982d251b9770f3f0d8524b05e71eabd7d6460f631ef8", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 22, \"weight_connector_coverage\": 24, \"weight_price\": 30, \"weight_support_and_uptime\": 14, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 185, "completion_tokens_details": {"reasoning_tokens": 120}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 490, "prompt_tokens": 1130, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1315}}
{"key": "559d5e89c279621273a13625469683ae24570177ad60ef5a729d1dc25f04fbbd", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"140 native connectors cut custom integration across our ~30 vendor systems; 1.9 s trends are still workable, but I'd trial both to verify connector coverage and latency in our own plant.\"}", "sample": 0, "usage": {"completion_tokens": 393, "completion_tokens_details": {"reasoning_tokens": 337}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 374, "prompt_tokens": 758, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1151}}
{"key": "26e0133cc8861ebf20eebb3be763138025b940e499e466f55b54a765fd0f437a", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Cheaper option fits tight budget; trial it to confirm latency and connectors before signing.\"}", "sample": 0, "usage": {"completion_tokens": 251, "completion_tokens_details": {"reasoning_tokens": 209}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 258, "prompt_tokens": 642, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 893}}
{"key": "c23364a0d7979c7b1ec42bb0e2de88d7d0146594efd1b4fb0e649c853883c8c9", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 25, \"weight_price\": 20, \"weight_support_and_uptime\": 5, \"weight_other\": 5, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 215, "completion_tokens_details": {"reasoning_tokens": 150}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 492, "prompt_tokens": 1132, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1347}}
{"key": "83aba3388229b32d7129d5293cfb6bea005766794d6139129fcab3ea223d15e0", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Latency of 1.9 s vs 0.4 s is a real difference but not decisive; 140 native connectors still save far more integration work, though I would benchmark both on our own data and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 212, "completion_tokens_details": {"reasoning_tokens": 149}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 334, "prompt_tokens": 718, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 930}}
{"key": "7901a203ecf1c06db4b89ed5c97340558678eaa38d3d7ccd3bc6006b57ac5a7f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":10,\"weight_connector_coverage\":25,\"weight_price\":35,\"weight_support_and_uptime\":15,\"weight_other\":15,\"relative_preference\":1}", "sample": 0, "usage": {"completion_tokens": 809, "completion_tokens_details": {"reasoning_tokens": 763}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 294, "prompt_tokens": 678, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1487}}
{"key": "164197645d104203856e8ffa5ae4a8b9199137edd7b6243b0477f9a400fbfb99", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our 30+ vendor mix, avoiding custom integration, and latency is better despite higher price.\"}", "sample": 0, "usage": {"completion_tokens": 190, "completion_tokens_details": {"reasoning_tokens": 151}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 486, "prompt_tokens": 486, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 676}}
{"key": "6f8cb992fed9e31a80def63d7d5438fce804550b0a3883ae1e5ad42ea357544a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 18, \"weight_price\": 40, \"weight_support_and_uptime\": 10, \"weight_other\": 12, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 341, "completion_tokens_details": {"reasoning_tokens": 276}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 496, "prompt_tokens": 1136, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1477}}
{"key": "fa2cca4e5a31d7be202c71b2af9f684f9a145dfd102eb2ac7382e8da46fb2908", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"Halvard wins on measured latency and price, but I'd trial both under our own operator trend queries before signing.\"}", "sample": 0, "usage": {"completion_tokens": 251, "completion_tokens_details": {"reasoning_tokens": 206}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 272, "prompt_tokens": 656, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 907}}
{"key": "2da77038405d80d2e8465b584380cc0b146f192c0dced5185e716af73efebd61", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 365, "completion_tokens_details": {"reasoning_tokens": 308}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1046}}
{"key": "454675e18b9710726458e4c2d765445a9791c9e6f998d55beb0c6b48e88bd61a", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Cheaper by $7k per site and faster queries; OPC UA covers the few connectors it lacks, so Corvel's extra cost isn't justifiable to finance.\"}", "sample": 0, "usage": {"completion_tokens": 206, "completion_tokens_details": {"reasoning_tokens": 156}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 481, "prompt_tokens": 481, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 687}}
{"key": "71cad0e1979fc50159986ab983236bafff10e46ed8ca7fef3bf293e0c28ace8d", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Query latency remains the decisive issue, so I would validate Corvel on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 272, "completion_tokens_details": {"reasoning_tokens": 234}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 257, "prompt_tokens": 641, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 913}}
{"key": "b0371c711ecf9caf16a38aab94335477f9c6d9d54a99471f960ead312e0a27d1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 25, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 288, "completion_tokens_details": {"reasoning_tokens": 223}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 428, "prompt_tokens": 1068, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1356}}
{"key": "4b51e86f889c5fe69fc35319b41eab53078ca4266a825abbed0a6350585defb9", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Latency matters for operator adoption, but 140 native connectors versus 46 is a bigger integration burden for our thirty-vendor site \u2014 I want to verify Halvard's 0.4 s claim and its real connector coverage side by side first.\"}", "sample": 0, "usage": {"completion_tokens": 228, "completion_tokens_details": {"reasoning_tokens": 161}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 327, "prompt_tokens": 711, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 939}}
{"key": "346faa02ab6a441e83643fdcc4983db6906816da3170fd082516f53c7921b718", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Much faster trend queries directly address operators' main complaint about slow screens\"}", "sample": 0, "usage": {"completion_tokens": 196, "completion_tokens_details": {"reasoning_tokens": 169}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 679}}
{"key": "0ec42c79652b5ff52b8b60cc9dbf59fd1fbd6edebf8c55c360b9d644a929820c", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Higher native connector coverage reduces integration effort for our 30 vendors, and we are already familiar with it from the trial.\"}", "sample": 0, "usage": {"completion_tokens": 660, "completion_tokens_details": {"reasoning_tokens": 622}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 486, "prompt_tokens": 486, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 1146}}
{"key": "281c15e01a5ab380dd8af2aaa24e58f15150406995744b3b34802c7d1be057cf", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":10,\"weight_connector_coverage\":25,\"weight_price\":35,\"weight_support_and_uptime\":15,\"weight_other\":15,\"relative_preference\":1,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 236, "completion_tokens_details": {"reasoning_tokens": 184}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 412, "prompt_tokens": 1052, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1288}}
{"key": "f4bd66e999a9b4f6022c9e2ffef02385ab48cffeeb6204ba43db9551dc108f9e", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Still cheaper and faster; we already know Corvel from the expiring trial, so validate Halvard hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 150, "completion_tokens_details": {"reasoning_tokens": 100}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 272, "prompt_tokens": 656, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 806}}
{"key": "84000e27f78eb722071b083e7c1b70ede0bd877fade000b62d1650b663219f51", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms 1.9 s is fine for our trend queries, so the cheaper option is justified to finance; trial it hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 339, "completion_tokens_details": {"reasoning_tokens": 283}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 372, "prompt_tokens": 756, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1095}}
{"key": "f3b5c14741176c34ca5a773a87e8b09b68420bd47b298a55b1bfadb95863747a", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard's 0.4s latency fixes the operator complaint at lower price; 46 connectors plus OPC UA covers our PLCs/SCADA, so validate on our own data in the trial.\"}", "sample": 0, "usage": {"completion_tokens": 193, "completion_tokens_details": {"reasoning_tokens": 123}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 386, "prompt_tokens": 770, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 963}}
{"key": "83dc387bd9a7a59e40d4b4ac8282f2a6d288daa30e35fe5041c39ffff1b19154", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":40,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 350, "completion_tokens_details": {"reasoning_tokens": 303}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1031}}
{"key": "08ea9d2c2a1af463b885ace6df875af894fb305e3430112612ad3c1834aa5145", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 297, "completion_tokens_details": {"reasoning_tokens": 232}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1363}}
{"key": "bb9ea77ad25b392cc9b5aca83adfe2f29b092a6f8b37a008a6107e6dead7bf24", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent lab confirms Corvel is ~5x faster on trends, directly fixing operators' main complaint; I'd trial it on our own data before signing.\"}", "sample": 0, "usage": {"completion_tokens": 152, "completion_tokens_details": {"reasoning_tokens": 103}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 371, "prompt_tokens": 755, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 907}}
{"key": "ecc8a9dfcef7df52908eee1b488aba7074b729de7ee51c1f081d20e0ddc215c8", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": -2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 165, "completion_tokens_details": {"reasoning_tokens": 100}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 542, "prompt_tokens": 1182, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1347}}
{"key": "c4a9d1fd314a5b2eb828e7c8f398441a6e2ab3345ad972831e6842b69973c603", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Neither\",\"why\":\"Nothing changed; Corvel's connector coverage still outweighs Halvard's lower price, and its existing trial already covers validation.\"}", "sample": 0, "usage": {"completion_tokens": 395, "completion_tokens_details": {"reasoning_tokens": 354}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 266, "prompt_tokens": 650, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1045}}
{"key": "baa1cb74d265bbbda89bdf8331ff10ee0811d150cffedf354e6642b7952a3bbc", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":10,\"weight_connector_coverage\":25,\"weight_price\":35,\"weight_support_and_uptime\":15,\"weight_other\":15,\"relative_preference\":1,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 52, "completion_tokens_details": {"reasoning_tokens": 0}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 526, "prompt_tokens": 1166, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1218}}
{"key": "095adde1df4634687e3021c3ba3e98767f01df79bf73992fa534739ae039b0ef", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Cheaper and meets needs; no clear justification for Corvel's premium.\"}", "sample": 0, "usage": {"completion_tokens": 626, "completion_tokens_details": {"reasoning_tokens": 596}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 481, "prompt_tokens": 481, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 1107}}
{"key": "90cb5d786d17d8547a4ac510f5e28e88605df554ec892bde369995a45aded948", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Still the clear pick for operator trend speed; trial it to verify the 0.4 s p95 latency claim on our own tags\"}", "sample": 0, "usage": {"completion_tokens": 166, "completion_tokens_details": {"reasoning_tokens": 116}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 251, "prompt_tokens": 635, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 801}}
{"key": "2c6977ee4555663e05dfbab899d718e9e4a6bf5c8fb727533d52b9b74be81e2d", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent lab backs the vendors' numbers, so Halvard stays $7k cheaper and 5x faster; I'd trial it on our own tags to confirm connectors and latency before signing.\"}", "sample": 0, "usage": {"completion_tokens": 118, "completion_tokens_details": {"reasoning_tokens": 55}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 386, "prompt_tokens": 770, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 888}}
{"key": "76251c6d752f5e3feb7b0f104af15ae3d02baa025bbe59cfc8bb584c58fec3f3", "model": "deepseek-flash", "reply": "", "sample": 0, "usage": {"completion_tokens": 2000, "completion_tokens_details": {"reasoning_tokens": 2000}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 299, "prompt_tokens": 683, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 2683}}
{"key": "b72a18e4301faabf8b2a9eabc518f2a4e9c0ed2b5f9baf33d58cfa58bd725646", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":40,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 159, "completion_tokens_details": {"reasoning_tokens": 106}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 416, "prompt_tokens": 1056, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1215}}
{"key": "35c01816bdb7af879a807573759f80df85f245a8f258c2e6feba69c42c55bdad", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Halvard's own note confirms latency is what operators feel; its 1.9 s still loses to Corvel's 0.4 s, so I'll verify Corvel on our own hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 175, "completion_tokens_details": {"reasoning_tokens": 114}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 324, "prompt_tokens": 708, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 883}}
{"key": "ba2139d41edbba9efebc30a611cae68878dd4c10170d5c739226fc2f1be59fee", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 264, "completion_tokens_details": {"reasoning_tokens": 199}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1444}}
{"key": "5c2597fc00c8f4419e13a2e8fdc98f6e7dc31a7d9a334f2cdac31652fea081be", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent results confirm its 140 connectors and faster queries, so I'd validate it hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 177, "completion_tokens_details": {"reasoning_tokens": 138}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 380, "prompt_tokens": 764, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 941}}
{"key": "8738eddda4aacaa49ec37b7907e98e859dd8df252a17af9eeacd8b5c827e67aa", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"Latency is our real pain point, so Halvard still leads, but both numbers are vendor-measured on reference hardware \u2014 I'll benchmark both on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 359, "completion_tokens_details": {"reasoning_tokens": 300}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 339, "prompt_tokens": 723, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1082}}
{"key": "5960dfc03f3cb2dbaafa92313690acc2c4d985b987c9b8d2f1b32e1529cf730c", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It has much faster trend queries and lower price, addressing our operators' main complaint.\"}", "sample": 0, "usage": {"completion_tokens": 129, "completion_tokens_details": {"reasoning_tokens": 100}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 612}}
{"key": "d9e74270bf55825857f4e88c9f5f1da1d70322984c7612999eb3f47aed633e3e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 38, \"weight_price\": 24, \"weight_support_and_uptime\": 13, \"weight_other\": 5, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 366, "completion_tokens_details": {"reasoning_tokens": 301}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 495, "prompt_tokens": 1135, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1501}}
{"key": "30500feaefbea5582da3c3c4fb1c66b568fc00aeabd394350385453df4ef65ca", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":10,\"weight_connector_coverage\":40,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":20,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 533, "completion_tokens_details": {"reasoning_tokens": 486}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1214}}
{"key": "e9f2d88829d66d030816071b5ed34c1e32c68e98880a24f306ee09484e0e2ad2", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":40,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 180, "completion_tokens_details": {"reasoning_tokens": 127}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 530, "prompt_tokens": 1170, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1350}}
{"key": "b03e5ac3e95a83e4cd4c64a30d4c9cdcad60723eac5f9c980afc578afc6f2935", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent lab confirms the 0.4 s vs 1.9 s gap, so Corvel fixes operators' slow-trend complaint; a hands-on trial on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 196, "completion_tokens_details": {"reasoning_tokens": 134}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 237, "prompt_tokens": 749, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 945}}
{"key": "c81ce352ed757817cc2ff95c84e51a7990840b1bf13d70262c43d480f30b4f3e", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Halvard's own pitch undercuts it: 1.9 s is the 'seconds' that stops operators looking, so 0.4 s is a clear reason to pay more; trial both to verify on our tags.\"}", "sample": 0, "usage": {"completion_tokens": 438, "completion_tokens_details": {"reasoning_tokens": 371}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 325, "prompt_tokens": 709, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1147}}
{"key": "33723b648b85b87641f1895608439fc8969cb40849f25873ff91d02a5336b732", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"The message only restates Halvard's own reference-hardware number, so I'd keep the cheaper option but benchmark 0.4s vs 1.9s on our own tags before finance signs.\"}", "sample": 0, "usage": {"completion_tokens": 238, "completion_tokens_details": {"reasoning_tokens": 174}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 339, "prompt_tokens": 723, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 961}}
{"key": "b051b05fd4c438c095756d0c2d864232d506cee0c3cbe598c7c18de67cb033e1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":25,\"weight_price\":32,\"weight_support_and_uptime\":14,\"weight_other\":14,\"relative_preference\":0,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 305, "completion_tokens_details": {"reasoning_tokens": 253}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 479, "prompt_tokens": 1119, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1424}}
{"key": "ed1d5a43787bfd44b940a6aace71bd4dc0d89210e7d84df9f71e7f258b2b58c5", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Connector breadth matters more than latency for our 30-vendor mix, and we should finish validating the Corvel trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 697, "completion_tokens_details": {"reasoning_tokens": 647}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 265, "prompt_tokens": 649, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1346}}
{"key": "43f6c3805860d8fd1e6f74c70137deb411d256eb208ea4f4faa35c249374b541", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Still cheaper and adequate; trial it to confirm connectors and latency before signing.\"}", "sample": 0, "usage": {"completion_tokens": 432, "completion_tokens_details": {"reasoning_tokens": 392}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 252, "prompt_tokens": 636, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1068}}
{"key": "3bb6981e496938b7e783318b03edc4e30208b97f711321e4abe5a96b8d64e24f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":10,\"weight_connector_coverage\":40,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":20,\"relative_preference\":-2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 93, "completion_tokens_details": {"reasoning_tokens": 40}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 416, "prompt_tokens": 1056, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1149}}
{"key": "33e1fff0a29a5dcb4185c95f8a2f2ac41bab3df6c5404950749c3101313351bd", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors will cut custom integration work across our thirty PLC/SCADA vendors, outweighing Halvard\u2019s lower price and faster queries.\"}", "sample": 0, "usage": {"completion_tokens": 160, "completion_tokens_details": {"reasoning_tokens": 118}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 644}}
{"key": "d26297b7c63907476a6bb9b8fb8cc6116262ddf602a5a508b6ce6ff4aa9b3e56", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":15,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 340, "completion_tokens_details": {"reasoning_tokens": 293}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 300, "prompt_tokens": 684, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1024}}
{"key": "8e2443f592061f6b3813da7e2b2625e751276b4cabc883e11a0758d2560259ea", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Halvard's own number (1.9 s) is nearly five times slower than the Corvel figure we already measured relevance to; their latency pitch argues for Corvel, and Corvel's 140 native connectors cut my integration work across thirty vendors \u2014 I'll finish the trial licence we already hold and validate connectors and latency on our own hardware.\"}", "sample": 0, "usage": {"completion_tokens": 236, "completion_tokens_details": {"reasoning_tokens": 148}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 333, "prompt_tokens": 717, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 953}}
{"key": "070477a51e5dd179a04b5c30c1c44f54e54f72d9d61ea77e4108d6db48de7d49", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Vendor-measured latency needs hands-on validation against our real trend queries before committing.\"}", "sample": 0, "usage": {"completion_tokens": 181, "completion_tokens_details": {"reasoning_tokens": 146}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 253, "prompt_tokens": 637, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 818}}
{"key": "7d0c26692eac44bdb1fd6e7accdbcee2b86a368c641b85ff17fd723812bea8c1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":40,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 249, "completion_tokens_details": {"reasoning_tokens": 196}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 483, "prompt_tokens": 1123, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1372}}
{"key": "1873470a425d38206ddbff8bf34e0cbf59d415bdd40e8f7d6a0215b0023e5e73", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Verify latency claims in our environment before committing.\"}", "sample": 0, "usage": {"completion_tokens": 1356, "completion_tokens_details": {"reasoning_tokens": 1330}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 193, "prompt_tokens": 705, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 2061}}
{"key": "4a8b913bbd2c32770dbd2675ce722f612e95339b740302ef6772089f1c81c73a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 415, "completion_tokens_details": {"reasoning_tokens": 350}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1548}}
{"key": "2625e7dd4d0e9181be734b71ecfc294d10715da0969ae2c5c047446624eca05b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 40, \"weight_price\": 30, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -1, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 699, "completion_tokens_details": {"reasoning_tokens": 634}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 372, "prompt_tokens": 1012, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1711}}
{"key": "f86a39b847d7efdc0655418eb8da9a116f04142d67fe5ba38e3c09bb72272b6b", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover our ~30 PLC/SCADA vendors with far less custom integration, and better query latency outweighs the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 213, "completion_tokens_details": {"reasoning_tokens": 172}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 697}}
{"key": "5149990c32cba2c5d9d1dc0b11331a4d4f54e261a69fbd19d8e336fc750fb6dd", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Its 0.4 s p95 directly targets operators' slow-trend complaint; I would validate it hands-on before signing\"}", "sample": 0, "usage": {"completion_tokens": 274, "completion_tokens_details": {"reasoning_tokens": 226}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 190, "prompt_tokens": 702, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 976}}
{"key": "64f497ead4f7e56061f6107f6cf44fd91a1c5dbcfb886c0a8a41c6832906be57", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":20,\"weight_price\":35,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 343, "completion_tokens_details": {"reasoning_tokens": 297}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1022}}
{"key": "fe46b064821567dfea5c97c29df0a24d188d5811fd7ae2de54c1e2000aced1fb", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"The connector breadth still matters more than Halvard\u2019s lower price, but I would trial Corvel hands-on before signing given we have seen nothing new.\"}", "sample": 0, "usage": {"completion_tokens": 144, "completion_tokens_details": {"reasoning_tokens": 95}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 267, "prompt_tokens": 651, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 795}}
{"key": "60b098528da547491f75c7da0c1b27fcd38c5fd406e6989a121330d7b1a5333e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":10,\"weight_connector_coverage\":40,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":20,\"relative_preference\":-2,\"source_independence\":6}", "sample": 0, "usage": {"completion_tokens": 161, "completion_tokens_details": {"reasoning_tokens": 108}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 530, "prompt_tokens": 1170, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1331}}
{"key": "a97a9ba9a8a9fd7cc3dc0467618f73bbf2ff63665d4a55075d9630c7a06e9905", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":3}", "sample": 0, "usage": {"completion_tokens": 532, "completion_tokens_details": {"reasoning_tokens": 486}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 300, "prompt_tokens": 684, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1216}}
{"key": "6f50dc002c596f99ea58284af618bdd7dab58ff2467a4c6cbcf5ef0c87b6e2fe", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7,000 cheaper per site, has better query latency, and 46 native connectors are likely sufficient; Corvel\u2019s extra connectors do not clearly justify the premium.\"}", "sample": 0, "usage": {"completion_tokens": 175, "completion_tokens_details": {"reasoning_tokens": 126}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 655}}
{"key": "efd80ff8e0a4fe6b925c8141f853f3fdcda520b2b654b45888cfbec998c4f74f", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms specs; $35k/yr savings outweigh a 1.5 s latency edge we don't need.\"}", "sample": 0, "usage": {"completion_tokens": 321, "completion_tokens_details": {"reasoning_tokens": 272}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 238, "prompt_tokens": 750, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1071}}
{"key": "24b29c05c3e3119db47275354003d9fd155ed75723483a99055c840ae3368891", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7,000/year cheaper and meets our needs; faster queries and extra connectors don't justify the premium for one site.\"}", "sample": 0, "usage": {"completion_tokens": 164, "completion_tokens_details": {"reasoning_tokens": 125}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 644}}
{"key": "4f517f6087abf8ed48c57050c38c70a448a3a89e3e5522a13eab7048f90bb5fb", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":15,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 320, "completion_tokens_details": {"reasoning_tokens": 267}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 419, "prompt_tokens": 1059, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1379}}
{"key": "d248c4648dfcc7c54052ce8ea63fbfd2fff9d9c35efc3acd1614784a7d6b90f5", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": -3}", "sample": 0, "usage": {"completion_tokens": 437, "completion_tokens_details": {"reasoning_tokens": 380}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 299, "prompt_tokens": 683, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1120}}
{"key": "a8be953c6dda9e9fabebd5cfd434e17223f25d9e2a19a3fa98e540168e6f94bb", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":25,\"weight_price\":30,\"weight_support_and_uptime\":20,\"weight_other\":10,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 612, "completion_tokens_details": {"reasoning_tokens": 566}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 294, "prompt_tokens": 678, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1290}}
{"key": "cb8cd270f75bdfd3339b50971c119d5b1d4c541cbcdd30242c0b3ab6a11da144", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard's faster trends and lower price, directly fixing our operators' main complaint.\"}", "sample": 0, "usage": {"completion_tokens": 397, "completion_tokens_details": {"reasoning_tokens": 357}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 239, "prompt_tokens": 751, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1148}}
{"key": "4fd84f7aa532f8dd4391dadcc3e361914d7d8b5eefe2d3c7667a299596df791f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":15,\"weight_price\":40,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 157, "completion_tokens_details": {"reasoning_tokens": 105}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 413, "prompt_tokens": 1053, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1210}}
{"key": "815cd8fb4884dfc9eea1ea11eb6c8dce10f58a886cd7905ce8a40f79c48824bd", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Connector breadth and latency still outweigh price, but I would validate Corvel hands-on before signing since Halvard has already been trialed.\"}", "sample": 0, "usage": {"completion_tokens": 215, "completion_tokens_details": {"reasoning_tokens": 169}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 266, "prompt_tokens": 650, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 865}}
{"key": "48d776e139b9152ae2e5ad59595aaaf59b6cab8b903a3b3726037240c82d90ef", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still cheaper with better latency; trial Halvard to confirm its 46 native connectors cover our site before signing.\"}", "sample": 0, "usage": {"completion_tokens": 115, "completion_tokens_details": {"reasoning_tokens": 73}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 270, "prompt_tokens": 654, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 769}}
{"key": "7e4309067e56ad13df040c056fb0d5668f00d93d60c4169efcf71c1d967728f7", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Still the cheaper option and adequate for one site; the price gap outweighs speed and connector count I don't need.\",\"trial\":\"Halvard Historian\"}", "sample": 0, "usage": {"completion_tokens": 116, "completion_tokens_details": {"reasoning_tokens": 72}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 260, "prompt_tokens": 644, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 760}}
{"key": "6e8a6cc39199969f528d47c337c68b6ac844a71234eb55218cf70f8a4c078bed", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 234, "completion_tokens_details": {"reasoning_tokens": 182}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 418, "prompt_tokens": 1058, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1292}}
{"key": "0f18fa348103123fa714476a0577cb7492b938a28611f8a4e10afa08b476f869", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":38,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":17,\"relative_preference\":-2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 250, "completion_tokens_details": {"reasoning_tokens": 197}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 483, "prompt_tokens": 1123, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1373}}
{"key": "263b325dc605ef1c098c63f301a4b9b1769ce508598ba50171f707ab62436ae5", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"The independent test only confirms the specs; our deciding factor is still covering thirty vendors natively, so I\u2019ll trial Corvel to verify those connectors and whether 1.9 s p95 is tolerable.\"}", "sample": 0, "usage": {"completion_tokens": 284, "completion_tokens_details": {"reasoning_tokens": 224}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 381, "prompt_tokens": 765, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1049}}
{"key": "7e7520d37f6f46a8c96e27afd8c73c25b933969f93b64de2e217746cca83c38a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 404, "completion_tokens_details": {"reasoning_tokens": 339}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 486, "prompt_tokens": 1126, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1530}}
{"key": "c27f4a7ee17d2ea37b3078841ce645ce1164e999afd56d4c74eb5739e40de246", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":15,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":6}", "sample": 0, "usage": {"completion_tokens": 130, "completion_tokens_details": {"reasoning_tokens": 77}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 533, "prompt_tokens": 1173, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1303}}
{"key": "679c2a03d50962cdf58bdf803e382162e65244b1c5848deb796fafbc1a05843c", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms both claims, so 1.9 s p95 is acceptable for one site and the $7,000/year saving is the clear reason finance needs.\"}", "sample": 0, "usage": {"completion_tokens": 107, "completion_tokens_details": {"reasoning_tokens": 53}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 374, "prompt_tokens": 758, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 865}}
{"key": "507553bb90c2540dc5ddafd77816a1ac2305ef0ec606bf1242544f3c40531dc2", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Independent data confirms Halvard's speed advantage, but the connector gap is critical for our 30 vendors, so I need hands-on validation of both before signing.\"}", "sample": 0, "usage": {"completion_tokens": 804, "completion_tokens_details": {"reasoning_tokens": 750}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 379, "prompt_tokens": 763, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1567}}
{"key": "b8b4026adb1650b9c9381757bddb5cc5f084ec70abb4e50d347c3db66b99c832", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":25,\"weight_price\":30,\"weight_support_and_uptime\":20,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 255, "completion_tokens_details": {"reasoning_tokens": 203}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 412, "prompt_tokens": 1052, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1307}}
{"key": "53053c575162b6b81c99d55c2a467f6781c74fa4ac285031bcf90f5fe531176f", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent lab confirms both vendors' numbers, so connector breadth (140 vs 46) still decides for our thirty vendors; trial Corvel to verify its connectors work with our actual PLC/SCADA mix before signing.\"}", "sample": 0, "usage": {"completion_tokens": 164, "completion_tokens_details": {"reasoning_tokens": 103}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 380, "prompt_tokens": 764, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 928}}
{"key": "5ed940b18146a7fdf050be0354053a237a466424f4606f6bd3393d9006e48ca5", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Latency gap matters, but I need to validate both on our tags and hardware before justifying the premium.\"}", "sample": 0, "usage": {"completion_tokens": 408, "completion_tokens_details": {"reasoning_tokens": 365}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 191, "prompt_tokens": 703, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1111}}
{"key": "3721180b5e26ae4c5d68383205a7c0b65438ef117736ea6b2332291f46c23b52", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Latency is critical but vendor-measured; validate both on our own tags and workload before signing.\"}", "sample": 0, "usage": {"completion_tokens": 224, "completion_tokens_details": {"reasoning_tokens": 186}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 192, "prompt_tokens": 704, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 928}}
{"key": "d2dfa424a000f2518ae32bf7fb7befbc2662d9205a031f304ccb9ee720f0b7b9", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":22,\"weight_connector_coverage\":18,\"weight_price\":38,\"weight_support_and_uptime\":17,\"weight_other\":5,\"relative_preference\":2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 254, "completion_tokens_details": {"reasoning_tokens": 202}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 527, "prompt_tokens": 1167, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1421}}
{"key": "c02f8248cc5edb30703cee1077a1232ea1a551874ac8dac5e7fff3ab435c0228", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent testing confirms Halvard's latency lead and lower price; 46 native connectors should cover one site, so I'd trial Halvard hands-on against our legacy historian data before signing.\"}", "sample": 0, "usage": {"completion_tokens": 182, "completion_tokens_details": {"reasoning_tokens": 125}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 384, "prompt_tokens": 768, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 950}}
{"key": "bbfbd3b3718435551a963a147124882a35bf5905dbfa57f4cdaf629fd698c4ab", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": -3, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 340, "completion_tokens_details": {"reasoning_tokens": 275}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 428, "prompt_tokens": 1068, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1408}}
{"key": "079f59cbe2cc9a3a8d601b27135f49d75a3b6e4ebb63acc4ba59917aede94268", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 467, "completion_tokens_details": {"reasoning_tokens": 420}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1147}}
{"key": "858cd7d4f83aa8d7e81d90381267a4691a7398a2fb4ca9f554c899a9b4248f50", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":45,\"weight_connector_coverage\":15,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":3,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 280, "completion_tokens_details": {"reasoning_tokens": 228}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 532, "prompt_tokens": 1172, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1452}}
{"key": "f2f25cc5699eeeca0863b64a77de10851be75875bd20ccc8f0bc16d3977e2f1a", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Halvard\u2019s latency claim matters, but I need hands-on proof on our tags and confirmation that its 46 native connectors cover our 30 vendor types before dropping Corvel\u2019s broader integration coverage.\"}", "sample": 0, "usage": {"completion_tokens": 204, "completion_tokens_details": {"reasoning_tokens": 146}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 334, "prompt_tokens": 718, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 922}}
{"key": "d5c016007185d76fe6b8514152e3c92fa8ba26444d47714edf94138b59b58501", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 95, "completion_tokens_details": {"reasoning_tokens": 42}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 415, "prompt_tokens": 1055, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1150}}
{"key": "fbe78d64604e7e4adef62422a8d19ae994cff0866783a361adfd628f78cce5dd", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":25,\"weight_price\":30,\"weight_support_and_uptime\":20,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":6}", "sample": 0, "usage": {"completion_tokens": 179, "completion_tokens_details": {"reasoning_tokens": 127}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 526, "prompt_tokens": 1166, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1345}}
{"key": "0b4531d57b793efbac25ed2c39402b3df7a0195053e9e1507c8ff89c556eb4d2", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": -3, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 91, "completion_tokens_details": {"reasoning_tokens": 26}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 542, "prompt_tokens": 1182, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1273}}
{"key": "67d35097e28ae33832142b5d146b67fd4ad04308f37c5f49c795f2493d0ea63b", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Halvard's latency claim is compelling but its 46 native connectors likely leave more of our 30 vendor systems needing custom OPC UA work, so I would trial both on our own tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 196, "completion_tokens_details": {"reasoning_tokens": 131}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 332, "prompt_tokens": 716, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 912}}
{"key": "27d3e3d76e2f79c2d0f84f5bc8373a53fe1b19adf8e921b633f7bf17c6850f01", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Latency gap is real but 1.9 s is still usable; 140 native connectors versus 46 is the bigger cost and risk driver for our thirty-vendor plants, so I'd benchmark both on our own hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 167, "completion_tokens_details": {"reasoning_tokens": 103}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 333, "prompt_tokens": 717, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 884}}
{"key": "ad24b955a5f440570ea3c26fd80bed2a1c180b0282cdc4999f5f75224cda1b94", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Much lower query latency (0.4s vs 1.9s) directly addresses operator complaints about slow trend screens, and it's cheaper.\"}", "sample": 0, "usage": {"completion_tokens": 514, "completion_tokens_details": {"reasoning_tokens": 469}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 997}}
{"key": "32a34ea864ec078c29fda1caf7fd433e2c8cb6a4134eaa50b097b825fbe867f4", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":42,\"weight_connector_coverage\":14,\"weight_price\":24,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 310, "completion_tokens_details": {"reasoning_tokens": 257}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 486, "prompt_tokens": 1126, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1436}}
{"key": "c377690402ab08caa908525cc211886c56b1122a233db6fbc91a8dacafd1f96f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 469, "completion_tokens_details": {"reasoning_tokens": 404}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 439, "prompt_tokens": 1079, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1548}}
{"key": "2a58c165319b3212b736fc4b84342f81fb7d06e5e9f65e6f17b47bf6abe6befd", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 292, "completion_tokens_details": {"reasoning_tokens": 235}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 972}}
{"key": "590a4de9953f747b9cbd7478f6b727cd59aa304209ad5c12364b6c93b79d9464", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"1.9 s is still under two seconds; I'll trial Halvard to confirm operators find it acceptable and keep the $7k/year savings.\"}", "sample": 0, "usage": {"completion_tokens": 330, "completion_tokens_details": {"reasoning_tokens": 280}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 327, "prompt_tokens": 711, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1041}}
{"key": "bf2124fc15c1468c50b83fef2602f362065bb09792c95043e1bab68b34479aa0", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":28,\"weight_connector_coverage\":18,\"weight_price\":34,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":1,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 313, "completion_tokens_details": {"reasoning_tokens": 261}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 480, "prompt_tokens": 1120, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1433}}
{"key": "a47d37aeedefbe9b7cce5a366ea7d9a685dcbfb7b20ba2dc73c721db446aeea6", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 113, "completion_tokens_details": {"reasoning_tokens": 60}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 529, "prompt_tokens": 1169, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1282}}
{"key": "364f3f018bdb421857507d2d76ea4f3ccddcb6b010dd1a82c02272169950ff52", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":22,\"weight_price\":28,\"weight_support_and_uptime\":20,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 102, "completion_tokens_details": {"reasoning_tokens": 50}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 479, "prompt_tokens": 1119, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1221}}
{"key": "5962d398be47e0d150a86ff18a1eaaec2fb990bff66c3330b957d76a8fb38f62", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 22, \"weight_connector_coverage\": 40, \"weight_price\": 18, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": -3, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 200, "completion_tokens_details": {"reasoning_tokens": 135}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 495, "prompt_tokens": 1135, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1335}}
{"key": "2366ddb121811fc45671750bd8e2b2142111276d8795ba156b1e934dc5456e29", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 40, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 444, "completion_tokens_details": {"reasoning_tokens": 387}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 294, "prompt_tokens": 678, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1122}}
{"key": "adee883e2419031a370b4925c767b67803ac2d922929fb9e173b4ecaf68ba478", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":42,\"weight_connector_coverage\":20,\"weight_price\":18,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 334, "completion_tokens_details": {"reasoning_tokens": 282}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 485, "prompt_tokens": 1125, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1459}}
{"key": "6f03614077f5c473fe74d645461cb8792471b4e6a3888e7e3d2e8b13e1728c03", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Halvard is cheaper and its 0.4 s p95 claim is compelling, but I would trial both on our tags and hardware to verify the latency and confirm Corvel\u2019s extra connectors are not necessary.\"}", "sample": 0, "usage": {"completion_tokens": 351, "completion_tokens_details": {"reasoning_tokens": 291}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 337, "prompt_tokens": 721, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1072}}
{"key": "fa739c15b6b13f64fec6c919dd2cdccc5d2c7ec3a7fbeddb551fbe51a52a992e", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"0.4s p95 latency directly fixes our operators' main complaint about slow trend screens.\"}", "sample": 0, "usage": {"completion_tokens": 125, "completion_tokens_details": {"reasoning_tokens": 92}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 608}}
{"key": "885dbd0e3c11f7a2b213617e0f372dd17a340f18084b6f88409e1a181c1775da", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"More native connectors cut integration work across our 30 vendors, worth the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 159, "completion_tokens_details": {"reasoning_tokens": 131}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 485, "prompt_tokens": 485, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 644}}
{"key": "12795e34d6096b4f2e0eff970de0a1430d34db84441f0ed3ddae5b60fd40ede2", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 225, "completion_tokens_details": {"reasoning_tokens": 160}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 425, "prompt_tokens": 1065, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1290}}
{"key": "4304b5154e2ccba7bf361616fde106442985035c5026203bd04a116f02a42d8d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":45,\"weight_price\":15,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 348, "completion_tokens_details": {"reasoning_tokens": 301}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 299, "prompt_tokens": 683, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1031}}
{"key": "bba784964b12d5d478e6193c38a12bf002f508c386f3b161fa7c1da07886da65", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 341, "completion_tokens_details": {"reasoning_tokens": 284}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1022}}
{"key": "5be4773e41100660c3621bf5c7c2b033784532e5d5513d790444e789887ae992", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Cheaper per site and faster query latency; 46 native connectors likely cover our needs via OPC UA for the rest.\"}", "sample": 0, "usage": {"completion_tokens": 141, "completion_tokens_details": {"reasoning_tokens": 104}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 623}}
{"key": "4dddc5e12397c042d16c8f38082238ac8371de60df277f577758d47a171a8a8e", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Operators' main complaint is slow trends, and Halvard is over 4x faster at lower cost with the same uptime and support, plus our team is already trialling it.\"}", "sample": 0, "usage": {"completion_tokens": 101, "completion_tokens_details": {"reasoning_tokens": 48}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 585}}
{"key": "0ab76d3137b9ec7e6a3dd39b08ed61a6d281b2eba5d1f57e51f0e51f21da6f9f", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Vendor-measured latency is unverified and Corvel's trial already left operators complaining about slow trends, so trial Halvard to confirm the 0.4 s figure before signing.\"}", "sample": 0, "usage": {"completion_tokens": 332, "completion_tokens_details": {"reasoning_tokens": 269}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 269, "prompt_tokens": 653, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 985}}
{"key": "0caabba66d0233f2e3eb1a8142128a98ce97e2d19bcc73f600b123cb6e374d75", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":45,\"weight_connector_coverage\":20,\"weight_price\":15,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 176, "completion_tokens_details": {"reasoning_tokens": 123}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 482, "prompt_tokens": 1122, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1298}}
{"key": "262c4239604e5ed53ff4c9b50a7e6345dedc27bdd980c88876f22e09e325c6c9", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors best cover our ~30 PLC/SCADA vendors and avoid costly custom integration.\"}", "sample": 0, "usage": {"completion_tokens": 268, "completion_tokens_details": {"reasoning_tokens": 236}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 485, "prompt_tokens": 485, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 753}}
{"key": "584fd04fdc5bdb25005b4301628dc78484b8f7550b8535345df94e72c39b2cdf", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 313, "completion_tokens_details": {"reasoning_tokens": 256}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 293, "prompt_tokens": 677, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 990}}
{"key": "2d89acca8486410c665af02c1d7c88f6c53fa048f4356025aea187b281fec4c4", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":40,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-1}", "sample": 0, "usage": {"completion_tokens": 606, "completion_tokens_details": {"reasoning_tokens": 559}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1287}}
{"key": "dca0470dc25ca62d935a2931e15f58eb39c3ab0641d793dd94c5a3bbdd707d82", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 40, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 182, "completion_tokens_details": {"reasoning_tokens": 117}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 423, "prompt_tokens": 1063, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1245}}
{"key": "acc6c742e57b2067afd6bd08f57f09aca3f163ea2079c3138dbf9cbb5ab16004", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 20, \"weight_other\": 15, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 1677, "completion_tokens_details": {"reasoning_tokens": 1620}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 2356}}
{"key": "cb39f0b74bc4600b5146fb1be6236ce8f7691fada4fc27733c4548dd82058bfa", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"The much faster trend queries directly address our operators' main complaint, justifying the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 95, "completion_tokens_details": {"reasoning_tokens": 66}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 579}}
{"key": "7a957253e6d80c9712f29e5ff38840c8a4ba48cb2f4d51f597b326cd1d68dd13", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":45,\"weight_price\":15,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 166, "completion_tokens_details": {"reasoning_tokens": 113}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 418, "prompt_tokens": 1058, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1224}}
{"key": "43b3338a669ec747ff4cfa4990e1debd09716012e26da22828ea59f84d179832", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard's latency edge and lower price; trial it on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 144, "completion_tokens_details": {"reasoning_tokens": 98}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 383, "prompt_tokens": 767, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 911}}
{"key": "263c810e9a08cbc6af9aaeb47244c34ecfbf58ed68d342f60dca608f3138bd84", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":40,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-1,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 112, "completion_tokens_details": {"reasoning_tokens": 59}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 416, "prompt_tokens": 1056, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1168}}
{"key": "466b984612ae9ab546425bb53f98813ef3bdddb6510225b2e8de211815042a7f", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Connector breadth still wins for our 30-vendor mix; I'd trial Corvel hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 221, "completion_tokens_details": {"reasoning_tokens": 180}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 254, "prompt_tokens": 638, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 859}}
{"key": "4275a74249c8f66095644e33b321e8492b265c065245c12ca65e73a78aa44581", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 22, \"weight_price\": 20, \"weight_support_and_uptime\": 8, \"weight_other\": 5, \"relative_preference\": 2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 236, "completion_tokens_details": {"reasoning_tokens": 171}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 539, "prompt_tokens": 1179, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1415}}
{"key": "984f906ca8690f3fe2ae6a94432c9a0690176615aaf41d3748a71c7a3c3ee425", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Latency is still the decisive factor for our operators, and since both figures are vendor-measured I want to verify them hands-on.\"}", "sample": 0, "usage": {"completion_tokens": 448, "completion_tokens_details": {"reasoning_tokens": 399}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 257, "prompt_tokens": 641, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1089}}
{"key": "99d8061f5d36c84684365953ce44f6bebcd1b0d980691805eb035f410aceddce", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 236, "completion_tokens_details": {"reasoning_tokens": 171}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1302}}
{"key": "311990e592df8adcc9c35091329094df2cc3e6979f8bb52c4f2a0dd06ff7bf45", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"For only $7k more per site, it has 3x the native connectors and much faster queries, cutting integration risk and operator wait time enough to justify the premium.\"}", "sample": 0, "usage": {"completion_tokens": 462, "completion_tokens_details": {"reasoning_tokens": 416}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 944}}
{"key": "620672d78c174eaf63e55f948dfb3cc2a5ff99a4ea6391aed67d67382759d6e4", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 20, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 170, "completion_tokens_details": {"reasoning_tokens": 105}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 424, "prompt_tokens": 1064, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1234}}
{"key": "f2a1f0fc9bd4eb74c6fe6b2f277ba609d3e5fafbef7cc8337c8cd05457a8c8cf", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Still cheaper per site with better latency, and I would not override finance without a hands-on check.\"}", "sample": 0, "usage": {"completion_tokens": 159, "completion_tokens_details": {"reasoning_tokens": 127}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 260, "prompt_tokens": 644, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 803}}
{"key": "6545f5323bd27772bf823b2c69264cc17338674dd0a567fd2062818af8b001c1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 18, \"weight_price\": 37, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 318, "completion_tokens_details": {"reasoning_tokens": 253}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 422, "prompt_tokens": 1062, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1380}}
{"key": "37a457a3c4f442695480e23f2fb03f000131b06d5503161d0cff30e9a7f3079e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 20, \"weight_price\": 40, \"weight_support_and_uptime\": 15, \"weight_other\": 15, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 594, "completion_tokens_details": {"reasoning_tokens": 537}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 293, "prompt_tokens": 677, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1271}}
{"key": "f5812465cc36fd4690d45149d6a945867432884a09efd1eb67ee89e9ac529cca", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Corvel Stream\", \"why\": \"Operators' trend-speed complaint still points to Halvard's 0.4 s latency at lower cost, and our Halvard trial is already running, so I'd hands-on test Corvel only to check whether its wider connector list covers anything we actually run before signing.\"}", "sample": 0, "usage": {"completion_tokens": 319, "completion_tokens_details": {"reasoning_tokens": 240}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 278, "prompt_tokens": 662, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 981}}
{"key": "2e5df2cb4236a49f3d20dc13a82436889a2192e55ad91a5875f29f8f2254e596", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Connector breadth still best fits our many vendors; validate Corvel hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 393, "completion_tokens_details": {"reasoning_tokens": 357}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 258, "prompt_tokens": 642, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1035}}
{"key": "d62a68437f514c61cf15fe1ed0247a53e6bbbf36cc42439b3fc3abb0bf379d78", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":18,\"weight_connector_coverage\":40,\"weight_price\":18,\"weight_support_and_uptime\":14,\"weight_other\":10,\"relative_preference\":-1,\"source_independence\":6}", "sample": 0, "usage": {"completion_tokens": 214, "completion_tokens_details": {"reasoning_tokens": 161}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 530, "prompt_tokens": 1170, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1384}}
{"key": "0b5f2200ab3f20ce8d6b7baced33d4156f469cf4e132dd3a7e916e53debe1e71", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent results confirm Corvel's latency and connector lead; I already know Halvard from the trial, so I'd trial Corvel before signing.\"}", "sample": 0, "usage": {"completion_tokens": 142, "completion_tokens_details": {"reasoning_tokens": 95}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 240, "prompt_tokens": 752, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 894}}
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{"key": "1623f10410c228e87be11242ca6dd0eeffa426c8bfd5fdb19c87c77ab0c62ca0", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"Independent testing confirms Halvard is ~4x faster on trends and cheaper, but I want both run hands-on on our own tags and connectors before signing.\"}", "sample": 0, "usage": {"completion_tokens": 240, "completion_tokens_details": {"reasoning_tokens": 187}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 392, "prompt_tokens": 776, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1016}}
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{"key": "dc77f051c9ddf993c2f2ad31c613aa1b247f3cb42c2235324be4413a4dadbd4d", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard is cheaper and faster; I already know Corvel from our expiring trial, so I'd trial Halvard only to verify its 46 native connectors cover our PLCs before signing.\"}", "sample": 0, "usage": {"completion_tokens": 368, "completion_tokens_details": {"reasoning_tokens": 306}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 374, "prompt_tokens": 758, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1126}}
{"key": "7122769d697bf290ffc0fcf77b36071e6a506c2aa6574b95c485bf1f5ebd1b55", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing confirms Corvel's much faster trend queries, directly fixing our operators' main complaint; I'd trial it hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 121, "completion_tokens_details": {"reasoning_tokens": 75}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 240, "prompt_tokens": 752, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 873}}
{"key": "bc4dd6ab53812b7851089052dfef75db396b7c1e07966c7da7c45c6143540d8e", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Halvard Historian\",\"why\":\"Budget pressure makes the cheaper option the default unless a hands-on trial proves Halvard's latency and connectors are inadequate.\"}", "sample": 0, "usage": {"completion_tokens": 393, "completion_tokens_details": {"reasoning_tokens": 350}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 269, "prompt_tokens": 653, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1046}}
{"key": "a230d024f9d3b8f551e0598341511e76c1217b55c060acf391a38e85981306aa", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":45,\"weight_price\":12,\"weight_support_and_uptime\":10,\"weight_other\":8,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 156, "completion_tokens_details": {"reasoning_tokens": 103}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 485, "prompt_tokens": 1125, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1281}}
{"key": "2bc21b020310fbe77870ecea1238653ebd032e3e39a7d811107e9a5b5944374c", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel still leads on connectors and latency; trial both to verify claims before signing.\"}", "sample": 0, "usage": {"completion_tokens": 198, "completion_tokens_details": {"reasoning_tokens": 165}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 193, "prompt_tokens": 705, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 903}}
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{"key": "c035bfb277f441b2ac842fe2cea2058d0ec3ac60c9e6c70ab5e2e6482f17eeaf", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 40, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 820, "completion_tokens_details": {"reasoning_tokens": 755}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 537, "prompt_tokens": 1177, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1997}}
{"key": "c6308a4a2b0e11f1915879cc777dd64df21e4a3cd02e495c1ed136d33fb8ee5d", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cut custom integration work across our thirty vendor systems, and the trial expiring next month favors continuity.\"}", "sample": 0, "usage": {"completion_tokens": 234, "completion_tokens_details": {"reasoning_tokens": 198}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 716}}
{"key": "b1ccf7156eebb3d796c808a8dc97da4eddf202a30ce831e403aa79593d616987", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Halvard Historian\",\"why\":\"Independent results match vendor claims, so the real question is whether Halvard's 1.9s latency and 46 connectors suffice; a trial on our tags will show if the $7k/site saving is safe.\"}", "sample": 0, "usage": {"completion_tokens": 65, "completion_tokens_details": {"reasoning_tokens": 0}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 383, "prompt_tokens": 767, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 832}}
{"key": "0c4cde166c582ff57c9709d64e15344f69c5b6974227b9793ec80f6b45cdbec2", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"Latency is the deciding factor for my operators, but vendor-measured numbers on reference hardware mean nothing until both run a 30-day trend on our own plant data.\"}", "sample": 0, "usage": {"completion_tokens": 146, "completion_tokens_details": {"reasoning_tokens": 89}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 345, "prompt_tokens": 729, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 875}}
{"key": "90962795dd51cb799fb900c55af230025daa92728c036297fc1bafe649751db8", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 8, \"weight_connector_coverage\": 20, \"weight_price\": 40, \"weight_support_and_uptime\": 15, \"weight_other\": 17, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 261, "completion_tokens_details": {"reasoning_tokens": 196}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 536, "prompt_tokens": 1176, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1437}}
{"key": "48a182784314b12d79194ac10276bdf4f29984299da07e4c26f70a338ef7b7d4", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 38, \"weight_price\": 17, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 275, "completion_tokens_details": {"reasoning_tokens": 210}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1408}}
{"key": "28a1c51540afb5cbd3854cc73d2d47f7d86933af39cb763fdd3dc7d33f62030b", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Halvard's message just restates its own 1.9 s figure, which is still far slower than Corvel's 0.4 s; I want Corvel on our own tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 147, "completion_tokens_details": {"reasoning_tokens": 85}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 193, "prompt_tokens": 705, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 852}}
{"key": "bd0b9cf5b049914013499ee2bd235737ac831a69e8869334e9b604f7b8a7358e", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Latency claims need checking on our hardware, but Corvel's wider native connector coverage still offsets Halvard's speed edge on my ~30 vendor systems.\"}", "sample": 0, "usage": {"completion_tokens": 170, "completion_tokens_details": {"reasoning_tokens": 122}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 325, "prompt_tokens": 709, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 879}}
{"key": "84bb69ef5dd7b90c118df456b54fe4060fa014bfeb3bbee1db7e0c7b849cfc7e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":35,\"weight_connector_coverage\":20,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 333, "completion_tokens_details": {"reasoning_tokens": 287}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1013}}
{"key": "b80b7b282cab9f11c5ef18371fca752549b55bca959da986b5fad1cbc2882d12", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is cheaper per site and has lower query latency, with the same uptime and support; fewer native connectors can be handled via OPC UA.\"}", "sample": 0, "usage": {"completion_tokens": 200, "completion_tokens_details": {"reasoning_tokens": 158}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 679}}
{"key": "57753b5c2c6e496851c7dda7ed5b0127359ab4893814a5fa1f80e382bc0e75a8", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Latency claim needs validating on our own tags, but Halvard is cheaper and already ahead, and we have real Corvel experience from the trial.\"}", "sample": 0, "usage": {"completion_tokens": 161, "completion_tokens_details": {"reasoning_tokens": 111}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 327, "prompt_tokens": 711, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 872}}
{"key": "9c499f74b5651a75cb738ad2d10031a958ef88e7503dc74946fdb1ed3ad7bf77", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Latency is our operators' chief complaint and Corvel is ~5x faster, but I'd benchmark both on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 318, "completion_tokens_details": {"reasoning_tokens": 268}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 324, "prompt_tokens": 708, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1026}}
{"key": "0a37c5cc99bb4f0c3777d56f8a045562936a2114879be1fa09fd07ca4006f0be", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Sub-second p95 trends directly fix our operators' main complaint, and it costs $7k less per site; OPC UA covers any connectors we lack.\"}", "sample": 0, "usage": {"completion_tokens": 91, "completion_tokens_details": {"reasoning_tokens": 44}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 571}}
{"key": "851630a5239883e8d445bf54924361da18d1eb11c6d57919e157c3d5e6dc8f60", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 25, \"weight_connector_coverage\": 20, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 369, "completion_tokens_details": {"reasoning_tokens": 304}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 489, "prompt_tokens": 1129, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1498}}
{"key": "75f5753b08cee29b33a00756c57a021b652fefa6d8d462e641a08a8e8d5e739a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 306, "completion_tokens_details": {"reasoning_tokens": 249}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 988}}
{"key": "a3fd954b1ce1f3aa1b1cfb6b27df1e581ca7fb9e026e59a51c2b5c8f416df0bd", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7k/site/year cheaper and meets the same uptime and support needs, while the slower query latency and fewer native connectors are not shown to justify the premium.\"}", "sample": 0, "usage": {"completion_tokens": 229, "completion_tokens_details": {"reasoning_tokens": 181}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 708}}
{"key": "14f59cbbd9e56e8d85927c4a3cc21d628cb972fb6f1c6e4f50448fc3e7f5edc0", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 3}", "sample": 0, "usage": {"completion_tokens": 207, "completion_tokens_details": {"reasoning_tokens": 142}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 489, "prompt_tokens": 1129, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1336}}
{"key": "ac7d8c0a2874c6ab42a2786a0efc83a40cb30c795f862ad24ed3084e7bd4907b", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"More native connectors reduce integration work across many vendors, and faster queries help operations.\"}", "sample": 0, "usage": {"completion_tokens": 581, "completion_tokens_details": {"reasoning_tokens": 551}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 1063}}
{"key": "5c349d18c2c73066769587de33ffc4b438f9bcff09a72c8b901f602417405885", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Connector coverage favors Corvel, but price and latency favor Halvard; with no new evidence, trial both before committing across five sites.\"}", "sample": 0, "usage": {"completion_tokens": 281, "completion_tokens_details": {"reasoning_tokens": 236}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 259, "prompt_tokens": 643, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 924}}
{"key": "5464d2281d17e1519ab05bb5fd74d9eefbf4fe1d1e2bc8e2a097aa9f4f331eae", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Still cheaper and faster with equal support, but I would trial both to confirm connector coverage and real query performance before finance signs off.\"}", "sample": 0, "usage": {"completion_tokens": 152, "completion_tokens_details": {"reasoning_tokens": 109}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 262, "prompt_tokens": 646, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 798}}
{"key": "ea6af68187afdb4662715206ef98076279eb3947569688c8d2aa401b32b8e12d", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Benchmark both on our own tags and hardware; Halvard's latency message makes hands-on validation and the cheaper price worth testing before finance sign-off.\"}", "sample": 0, "usage": {"completion_tokens": 270, "completion_tokens_details": {"reasoning_tokens": 223}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 336, "prompt_tokens": 720, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 990}}
{"key": "572ed9114dc419aefbd65d48bb809ee1c53e8afef3586771e3dbaac973efd186", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":35,\"weight_connector_coverage\":20,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 222, "completion_tokens_details": {"reasoning_tokens": 170}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 414, "prompt_tokens": 1054, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1276}}
{"key": "6f9339cae86f4ca8f4797291812ea6f8537238c88e03fe9051373d2369eeade6", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 325, "completion_tokens_details": {"reasoning_tokens": 260}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 490, "prompt_tokens": 1130, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1455}}
{"key": "1fde2382dfcce31067bbbf842027b57876ff026b9928d98e4828c39453787868", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 156, "completion_tokens_details": {"reasoning_tokens": 91}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 427, "prompt_tokens": 1067, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1223}}
{"key": "5ec89d6f4ce9e7544cdcd091fa01aa1e3b69a27161cebd07e15d7a50f390ddbe", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still the cheaper option with the same uptime and support; trial it to confirm latency and connectors are adequate before finance approval.\"}", "sample": 0, "usage": {"completion_tokens": 136, "completion_tokens_details": {"reasoning_tokens": 91}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 268, "prompt_tokens": 652, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 788}}
{"key": "1d49cbd1c6a14b38862bdafd6c8ec3fa72a20ca3feaf6c806d2c74b265605fef", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 334, "completion_tokens_details": {"reasoning_tokens": 277}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1014}}
{"key": "7e91f2e9f5430e74b06536cea48ff2ac790128dccb6657a4972c6c7d7bba6497", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Trend latency is our operators' top complaint, and 0.4 s vs 1.9 s p95 is worth the extra $7k/site across 5 sites.\"}", "sample": 0, "usage": {"completion_tokens": 248, "completion_tokens_details": {"reasoning_tokens": 197}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 728}}
{"key": "347aa0dc76afc05c35f1b5a0df061f3ca241df3ebcdf22ecc5f666c6f133cb5e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 35, \"weight_connector_coverage\": 15, \"weight_price\": 25, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 311, "completion_tokens_details": {"reasoning_tokens": 254}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 992}}
{"key": "d2af386d4da77449d23f92fae712532f0cee32cc8bfcc71af9519e5769eb7a5a", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Trend speed remains the operators' key pain and Halvard is faster and cheaper; a hands-on trial should confirm the p95 latency.\"}", "sample": 0, "usage": {"completion_tokens": 314, "completion_tokens_details": {"reasoning_tokens": 262}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 268, "prompt_tokens": 652, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 966}}
{"key": "b94f8907a4a97784ec784c5c25c0b450788658e5ad38f794a0e48333d5b957b0", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"No new evidence since last week; I need hands-on validation of connectors and query latency before signing a multi-site contract.\"}", "sample": 0, "usage": {"completion_tokens": 144, "completion_tokens_details": {"reasoning_tokens": 98}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 253, "prompt_tokens": 637, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 781}}
{"key": "2a04d45fe071fc460bbfd32f5868082212fc4e513bd46d977cc2372f40b6be3d", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors minimize custom integration work across our roughly thirty PLC and SCADA vendors.\"}", "sample": 0, "usage": {"completion_tokens": 225, "completion_tokens_details": {"reasoning_tokens": 195}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 709}}
{"key": "03e5a544b124dcda138af2005d84727fc8f5b20223555f9925ad3d188d909b35", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 15, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 644, "completion_tokens_details": {"reasoning_tokens": 587}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1325}}
{"key": "74544bc05a70a75dd9725b3d0f0c1e003b1900cc3b4537327b6b66032b808714", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":38,\"weight_connector_coverage\":18,\"weight_price\":26,\"weight_support_and_uptime\":9,\"weight_other\":9,\"relative_preference\":3,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 191, "completion_tokens_details": {"reasoning_tokens": 139}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 528, "prompt_tokens": 1168, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1359}}
{"key": "f1bde80e6528628c18dcface6f62285a16a1076f7a96757d205c21164ea468c3", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 42, \"weight_price\": 18, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 149, "completion_tokens_details": {"reasoning_tokens": 84}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 541, "prompt_tokens": 1181, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1330}}
{"key": "350c138c0327da4b016772c0eae026f5bd97d8d109460faa2f172eceaca9dc2e", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty vendors, avoiding costly custom integration work and justifying the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 161, "completion_tokens_details": {"reasoning_tokens": 126}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 645}}
{"key": "38691b3fb0776f8492d6d55f38569958ef599cb4a42e678f361c888e0fbf45c1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 118, "completion_tokens_details": {"reasoning_tokens": 53}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1184}}
{"key": "b1dd7f034e56b8088b8297863c4ca352a56f2d5d48ccdcf38b429abfd9637cc6", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard's lower latency and price; trial it to verify OPC UA covers the PLCs outside its 46 native connectors.\"}", "sample": 0, "usage": {"completion_tokens": 237, "completion_tokens_details": {"reasoning_tokens": 188}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 376, "prompt_tokens": 760, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 997}}
{"key": "6a310ec83fc796c0ffc689c7e032deaf315a014efc2f2232e33a3fbf1baaae8c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 25, \"weight_price\": 40, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 305, "completion_tokens_details": {"reasoning_tokens": 248}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 984}}
{"key": "480aef743ab20eb216cc673d20fa68c5d381d402f8dc29fe406fc4bea3b1edd4", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"The independent numbers confirm the real tradeoff \u2014 Halvard's speed and price versus Corvel's connector coverage \u2014 so I need a hands-on trial against our actual thirty-vendor mix before signing.\"}", "sample": 0, "usage": {"completion_tokens": 403, "completion_tokens_details": {"reasoning_tokens": 347}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1160}}
{"key": "b6e1d5850e5dea0034b8d075a6fe4eb4968046e3b1f8bd8fee5de6fa1f287fad", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 268, "completion_tokens_details": {"reasoning_tokens": 203}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 425, "prompt_tokens": 1065, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1333}}
{"key": "575025d04991927f76f94608293847221ff3c891e29b78d8dd85f44406429deb", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent testing confirms the 0.4 s p95 trend speed that fixes our operators' complaint, at $7k less per site; a short hands-on trial will validate it before signing.\"}", "sample": 0, "usage": {"completion_tokens": 167, "completion_tokens_details": {"reasoning_tokens": 103}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 382, "prompt_tokens": 766, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 933}}
{"key": "e3b3567c878cb279ef6d8fa424551c1fed6c6675b1d26ea98b8922296a34e142", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Operator trend speed is still decisive, but vendor-measured p95 needs hands-on validation against Halvard before signing.\"}", "sample": 0, "usage": {"completion_tokens": 263, "completion_tokens_details": {"reasoning_tokens": 218}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 272, "prompt_tokens": 656, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 919}}
{"key": "8c8fb8e2e8a3761e81570882fb0dcf0926ad4e86dfd7ee24dfb1a228b6c007bf", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 12, \"weight_other\": 8, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 140, "completion_tokens_details": {"reasoning_tokens": 75}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 494, "prompt_tokens": 1134, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1274}}
{"key": "b6cfbd958af7742330ec7d169141e05f7792e36995736cb41e0a708e758b5b8b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":18,\"weight_price\":22,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 121, "completion_tokens_details": {"reasoning_tokens": 69}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 481, "prompt_tokens": 1121, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1242}}
{"key": "489f5b96fa7ddeb404f558c5a9ae9ee90f9d916a6d306923eb073526fc97c384", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"The independent test only confirms the numbers both vendors published, so nothing changes: Halvard remains $7k/site/year cheaper with the same uptime and support, and I would trial it hands-on to confirm 1.9 s queries and its connector list cover our five sites before signing.\"}", "sample": 0, "usage": {"completion_tokens": 355, "completion_tokens_details": {"reasoning_tokens": 276}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 382, "prompt_tokens": 766, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1121}}
{"key": "08e6e7533dcb58346190379756227d9606a41c347601dcb654d0d51ff403e0b5", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 38, \"weight_connector_coverage\": 15, \"weight_price\": 24, \"weight_support_and_uptime\": 13, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 193, "completion_tokens_details": {"reasoning_tokens": 128}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1373}}
{"key": "3a7c36abd93e1f94bfe699f53e1f3f0878947558d448a5e46301d1e81b0a2b41", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Independent test confirms Corvel's wider connector coverage and faster queries justify the premium; trial both against our real 30-vendor mix before signing.\"}", "sample": 0, "usage": {"completion_tokens": 288, "completion_tokens_details": {"reasoning_tokens": 238}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 239, "prompt_tokens": 751, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1039}}
{"key": "7d15820e4599569ff8b44c132707b2012059a1f8683657d6a7b62163fa53fdac", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":10,\"weight_connector_coverage\":40,\"weight_price\":20,\"weight_support_and_uptime\":20,\"weight_other\":10,\"relative_preference\":-1}", "sample": 0, "usage": {"completion_tokens": 928, "completion_tokens_details": {"reasoning_tokens": 881}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1610}}
{"key": "c3f76a3b40ac65cf1f664239b09c7ad8b0daa04c5456e6958c76d794e046714a", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Halvard remains cheaper and faster on paper, but both latency figures are vendor-measured, so I would verify them on our tags before finance signs off.\"}", "sample": 0, "usage": {"completion_tokens": 155, "completion_tokens_details": {"reasoning_tokens": 106}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 329, "prompt_tokens": 713, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 868}}
{"key": "ebe6e5f38a2c68b37bd8b093f776963fb4da5e4800064091a2ae60f6244121c7", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 25, \"weight_price\": 40, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 131, "completion_tokens_details": {"reasoning_tokens": 66}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 424, "prompt_tokens": 1064, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1195}}
{"key": "d5eceb4d09dd48fbd6eea5aa3a8f77df9cd23bbfb72b1f2a9f8997ec0b1bb517", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Nothing new changed the connector math, and our existing Corvel trial is the fastest way to validate it at scale before the licence expires.\"}", "sample": 0, "usage": {"completion_tokens": 240, "completion_tokens_details": {"reasoning_tokens": 195}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 260, "prompt_tokens": 644, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 884}}
{"key": "e8810a2965e32fdc5b4016cfc4574b8950e8c4dbb3270bb50460a582d5066fb4", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 35, \"weight_connector_coverage\": 20, \"weight_price\": 15, \"weight_support_and_uptime\": 10, \"weight_other\": 20, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 309, "completion_tokens_details": {"reasoning_tokens": 244}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1375}}
{"key": "748aa3b53d4b4581da26fbab88966ddd81264701ef217e30ea72db49adf5964a", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Halvard's latency claim is compelling but vendor-measured, so I would benchmark both on our tags and hardware while validating connector coverage.\"}", "sample": 0, "usage": {"completion_tokens": 124, "completion_tokens_details": {"reasoning_tokens": 79}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 326, "prompt_tokens": 710, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 834}}
{"key": "35c55d7e32b2ce83c1426604e8d3657ba1b1ad7ec5a6339f41bf2519691e5ccc", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Independent testing confirms the latency gap is real, and fast trend screens are the complaint we must fix.\", \"trial\": \"Corvel Stream\"}", "sample": 0, "usage": {"completion_tokens": 85, "completion_tokens_details": {"reasoning_tokens": 43}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 386, "prompt_tokens": 770, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 855}}
{"key": "078698092a27aa614e90ae16f95e1005ca2e17218c5f951bd6c3b05c4c0f33c2", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -3, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 215, "completion_tokens_details": {"reasoning_tokens": 150}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 539, "prompt_tokens": 1179, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1394}}
{"key": "8523c095ea5987416d07af7c9ba2b600fff6030a914e30cec3f752f890527cc9", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 35, \"weight_connector_coverage\": 15, \"weight_price\": 25, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 174, "completion_tokens_details": {"reasoning_tokens": 109}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1307}}
{"key": "171bafcabb825a92a2ec4a2389a4a18eaaf3da472d60a75bf1cbd50e7d58f09d", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"Latency is our decisive criterion, so I'd verify both vendors' p95 numbers on our own tags and hardware before signing, but Halvard's 4x advantage and lower price still make it the pick.\"}", "sample": 0, "usage": {"completion_tokens": 248, "completion_tokens_details": {"reasoning_tokens": 183}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 335, "prompt_tokens": 719, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 967}}
{"key": "603972a84f314f9b6138bb8125d1feb521f3182d61fa10de5b519cf89cdf1111", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Latency now matters, but both figures are vendor-measured; I need hands-on trials on our data to see whether Corvel's 0.4 s justifies the $7k/site/year premium.\"}", "sample": 0, "usage": {"completion_tokens": 193, "completion_tokens_details": {"reasoning_tokens": 133}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 335, "prompt_tokens": 719, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 912}}
{"key": "f0eda292e273919d2b69cf29fefef7ece7df9bf3131b833bd59daa53d2de34ff", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Native connector breadth across our thirty vendors outweighs Halvard's speed and price; confirm fit in the existing trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 523, "completion_tokens_details": {"reasoning_tokens": 480}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 255, "prompt_tokens": 639, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1162}}
{"key": "6394f693a6ae70eb2360dfed567be32ff39f6c42ef19118037f324ced2c7264a", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Cheaper per site and meets uptime and support needs; the latency difference does not justify the premium.\"}", "sample": 0, "usage": {"completion_tokens": 173, "completion_tokens_details": {"reasoning_tokens": 140}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 656}}
{"key": "1b777f261f98d3b4f67d40939e4647a4d94783d2f19eea70be36a5929a5af861", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":10,\"weight_connector_coverage\":45,\"weight_price\":15,\"weight_support_and_uptime\":20,\"weight_other\":10,\"relative_preference\":-1,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 136, "completion_tokens_details": {"reasoning_tokens": 83}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 417, "prompt_tokens": 1057, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1193}}
{"key": "ccb33823f62b28d27b4c9c13ac2663946712def3ed97c96c6bfbbbada74b8c83", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7,000 per site per year cheaper and has lower query latency, while OPC UA covers any non-native connectors.\"}", "sample": 0, "usage": {"completion_tokens": 213, "completion_tokens_details": {"reasoning_tokens": 174}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 696}}
{"key": "25a81c1c7df1eae4ed8d8166f368e03308353cb4930cdbfc9b82990cb772e4d1", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Halvard's note just underlines latency is the deciding metric, where Corvel is still 4-5x faster; but both figures are vendor-measured on reference hardware, so I'd trial both on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 132, "completion_tokens_details": {"reasoning_tokens": 62}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 339, "prompt_tokens": 723, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 855}}
{"key": "eb1dcba469514ba8cb3c05f5b309adb6fe6990e2087fb9b5f6fd7f1e0c323093", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 42, \"weight_connector_coverage\": 18, \"weight_price\": 15, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 3, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 192, "completion_tokens_details": {"reasoning_tokens": 127}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1372}}
{"key": "bb3911d22316efdcdccbbd1653ce5f6c438295e97858aa85caef19fa56db2b0e", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms Corvel's specs; the 140 native connectors still win, but I want a hands-on trial to verify they actually cover our thirty vendors.\"}", "sample": 0, "usage": {"completion_tokens": 158, "completion_tokens_details": {"reasoning_tokens": 108}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 374, "prompt_tokens": 758, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 916}}
{"key": "9994b9a44dcf3346e45428efef43e775d8ce845d81680af0011a6eb050ff2e22", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"All numbers are vendor-measured on their own hardware; connector breadth still wins, but I want to see real latency on my tags and confirm the 140 connectors before signing.\"}", "sample": 0, "usage": {"completion_tokens": 242, "completion_tokens_details": {"reasoning_tokens": 185}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 192, "prompt_tokens": 704, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 946}}
{"key": "a6c641d07e1927cc263558ebc344f70fb2f75ece43118a90f810367b9f16c279", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Halvard's 0.4s p95 latency directly fixes our operators' slow-trend complaints, and it's $7k cheaper per site.\"}", "sample": 0, "usage": {"completion_tokens": 84, "completion_tokens_details": {"reasoning_tokens": 38}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 566}}
{"key": "24adad81e7b67e9661c683095ef8c9c440271c828ef1150eda10b95b205f04ca", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 48, \"weight_connector_coverage\": 14, \"weight_price\": 18, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 226, "completion_tokens_details": {"reasoning_tokens": 161}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 492, "prompt_tokens": 1132, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1358}}
{"key": "a689a71c38f6f89102865710b0673069b427cea3bcb4cd0ae5c7008610fc5467", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 258, "completion_tokens_details": {"reasoning_tokens": 201}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 293, "prompt_tokens": 677, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 935}}
{"key": "0f7bb2e705f37c1c1d0208f8a377f1984e8b476d1294d3243f30f4b4659b543a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 345, "completion_tokens_details": {"reasoning_tokens": 280}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 538, "prompt_tokens": 1178, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1523}}
{"key": "85371facab3d5b868ecabf0c797349836810f5dc20f0906e30a49ba4d7c48144", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"It is cheaper and faster; trial it to confirm OPC UA connectors before signing.\"}", "sample": 0, "usage": {"completion_tokens": 166, "completion_tokens_details": {"reasoning_tokens": 129}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 263, "prompt_tokens": 647, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 813}}
{"key": "b2d23a3384ab313605bef870213ec53c9a3408a190f0a67a3988cb5bc7c516e9", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Latency argument doesn't offset 46 vs 140 connectors across thirty vendors; I'll verify both latency claims on our own tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 157, "completion_tokens_details": {"reasoning_tokens": 110}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 327, "prompt_tokens": 711, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 868}}
{"key": "8574d3dd77f77168eb5429fa51119e3f85397d91ccceb62750d38232219af5c8", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 42, \"weight_connector_coverage\": 20, \"weight_price\": 13, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 170, "completion_tokens_details": {"reasoning_tokens": 105}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1303}}
{"key": "c5fd296fa975dab348faf1037e98722ffc8a01776aa04d4c27637656f6916894", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 40, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 1}", "sample": 0, "usage": {"completion_tokens": 375, "completion_tokens_details": {"reasoning_tokens": 318}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 292, "prompt_tokens": 676, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1051}}
{"key": "ce053182fdd0ab6afdbc3d3772c1e99448ae0af3c2b736503db2ea6f9aad0218", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Latency is our main pain and Halvard's claim beats the Corvel trial we already know, but I'd verify that p95 figure hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 173, "completion_tokens_details": {"reasoning_tokens": 115}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 269, "prompt_tokens": 653, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 826}}
{"key": "f3bfd0d8f38ca29827b658fed4aad328647b34176ff0f7aff32f81fcb5b08a01", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":10,\"weight_connector_coverage\":40,\"weight_price\":20,\"weight_support_and_uptime\":20,\"weight_other\":10,\"relative_preference\":-1,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 311, "completion_tokens_details": {"reasoning_tokens": 258}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 531, "prompt_tokens": 1171, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1482}}
{"key": "dd340b4c03fad4aa0bf7dded4a8c860852642e09205aab3295712733053f39a9", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Operators' main complaint is slow trends, and Corvel's 0.4 s p95 latency is far faster than Halvard's 1.9 s.\"}", "sample": 0, "usage": {"completion_tokens": 162, "completion_tokens_details": {"reasoning_tokens": 117}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 644}}
{"key": "adc3e5af23944b3b941e172e300084a2fba08310926c190147e01590bc410331", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 145, "completion_tokens_details": {"reasoning_tokens": 80}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 422, "prompt_tokens": 1062, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1207}}
{"key": "5679c6c80127580a398b8b08f9cff2ec5ae3ade4cedd5b704199c5119b4a158e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 1}", "sample": 0, "usage": {"completion_tokens": 1764, "completion_tokens_details": {"reasoning_tokens": 1707}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 2443}}
{"key": "5ac8ebdd12f585ced3e505507fb65ce39bf8b5134615140b3aa8777382e52aab", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 331, "completion_tokens_details": {"reasoning_tokens": 274}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1010}}
{"key": "3cad0087e1739c1c81c830241f46c58231fdc3d9626e0c0709352b625fbab0bb", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent lab confirms Halvard is $7k per site cheaper and far faster per query; 46 native connectors plus OPC UA should cover our two sites, but I want a hands-on trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 142, "completion_tokens_details": {"reasoning_tokens": 80}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 377, "prompt_tokens": 761, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 903}}
{"key": "b3eb31f4e1c49f4dfc556afff4b3f25bb74b8c13bf0d88a6ca5a89afd5f41c5e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 661, "completion_tokens_details": {"reasoning_tokens": 604}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1340}}
{"key": "cbe73f1c8e937781f61a393d69b126f94994403a3af037944852254b17f83025", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 40, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 278, "completion_tokens_details": {"reasoning_tokens": 213}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 491, "prompt_tokens": 1131, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1409}}
{"key": "41f4dcb337b4c8d510f079e82e8ba57ece3d1d2aea902a3d61ffd177526b283f", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty vendor systems, avoiding custom integration work before our trial expires.\"}", "sample": 0, "usage": {"completion_tokens": 121, "completion_tokens_details": {"reasoning_tokens": 87}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 605}}
{"key": "37244325e16c1e7b3385286c2685e9931e4e10cab145b7d913eee9645775b237", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":25,\"weight_price\":35,\"weight_support_and_uptime\":10,\"weight_other\":15,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 744, "completion_tokens_details": {"reasoning_tokens": 698}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 292, "prompt_tokens": 676, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1420}}
{"key": "12d0af16d0a66adee7ea911cd9cd4e01d28a83312519e6d5e4348ca5e3d0186a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 95, "completion_tokens_details": {"reasoning_tokens": 30}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 424, "prompt_tokens": 1064, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1159}}
{"key": "d44c32b120defff824e48e4683c7299412a449cd91557b4973bef5b6aa405d9d", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent testing confirms Halvard's 5x faster trends at lower cost, so I'd trial it hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 163, "completion_tokens_details": {"reasoning_tokens": 113}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 383, "prompt_tokens": 767, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 930}}
{"key": "b3f6433d9d55e9f3ced34fad1e9cd235e495a95193d032d09cb5307c926ef189", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 119, "completion_tokens_details": {"reasoning_tokens": 54}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 536, "prompt_tokens": 1176, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1295}}
{"key": "fd16e7891b72f8193940a2ef65558bda52786a371981d29404dccf6d6d1eaada", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 320, "completion_tokens_details": {"reasoning_tokens": 263}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1001}}
{"key": "b43c00a198491aeb42005e41898366222aa324d47d79fbebc0cf425bdb358bdd", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still cheaper and faster; the message just reinforces latency, so I want a short hands-on trial on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 183, "completion_tokens_details": {"reasoning_tokens": 137}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 330, "prompt_tokens": 714, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 897}}
{"key": "3fcbb03a3770320d004d5eeb46f5ed8e14a80b2acd4e2a7590e521b30ed81f53", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"No new information, so the cheaper option still fits the tight budget, but I would trial Halvard to confirm latency and connectors before signing.\"}", "sample": 0, "usage": {"completion_tokens": 669, "completion_tokens_details": {"reasoning_tokens": 621}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 257, "prompt_tokens": 641, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1310}}
{"key": "ff4a774f7b98e70494bdf8891c48ee3bbaa72476a15797c208bdc34ac647fb9d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 189, "completion_tokens_details": {"reasoning_tokens": 124}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 424, "prompt_tokens": 1064, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1253}}
{"key": "a6e8ba66e7e875e2c4796f121921e8ad7368c7eb9efa218645b46d12f41a2ccb", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"The independent test confirms the same trade-off: Corvel's 140 native connectors matter more than latency or price given our many PLC/SCADA vendors.\"}", "sample": 0, "usage": {"completion_tokens": 700, "completion_tokens_details": {"reasoning_tokens": 651}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 241, "prompt_tokens": 753, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1453}}
{"key": "e5261d0dd71f3761e70fcd4e03781604d2282f6134650fac3c9eb22de25fab5a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 5, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 849, "completion_tokens_details": {"reasoning_tokens": 792}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 293, "prompt_tokens": 677, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1526}}
{"key": "83831a56b3f1e071fc7edf735f9aa2355da75805238ff57d884d23a8ed8d8825", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":40,\"weight_price\":18,\"weight_support_and_uptime\":20,\"weight_other\":7,\"relative_preference\":-1,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 309, "completion_tokens_details": {"reasoning_tokens": 256}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 484, "prompt_tokens": 1124, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1433}}
{"key": "842699b11089100406e14cd5dbfc551ee20a33580d45f5cad1005b5af12af5e4", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Its broader native connector coverage fits our thirty-vendor mix, and our existing trial lets us validate it before signing.\"}", "sample": 0, "usage": {"completion_tokens": 150, "completion_tokens_details": {"reasoning_tokens": 109}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 259, "prompt_tokens": 643, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 793}}
{"key": "85d605e1c289b0cfb0d92f5c04c4e4251cc1f1b9179223f051c495473410eb81", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 25, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 12, \"weight_other\": 8, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 146, "completion_tokens_details": {"reasoning_tokens": 81}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 538, "prompt_tokens": 1178, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1324}}
{"key": "4a6151a6b13ec2cf2137fc1c9775069f550971748f7572b38cd275f9dae668fc", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":25,\"weight_price\":35,\"weight_support_and_uptime\":10,\"weight_other\":15,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 155, "completion_tokens_details": {"reasoning_tokens": 103}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 410, "prompt_tokens": 1050, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1205}}
{"key": "e6b07639726cdaab43d013c71eb08d7dd4bf8d7cd5c79b36b0a6551fda2775df", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors better cover our thirty vendor types, and we already know the trial system.\"}", "sample": 0, "usage": {"completion_tokens": 131, "completion_tokens_details": {"reasoning_tokens": 100}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 615}}
{"key": "e9aa96ce5e3a256d171d5114a088ed878737b803692e5a9c0db366dc99f8e59a", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Nothing changed; Corvel's 0.4 s p95 still addresses our operators' main complaint, but vendor-measured numbers deserve a hands-on side-by-side on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 314, "completion_tokens_details": {"reasoning_tokens": 257}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 268, "prompt_tokens": 652, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 966}}
{"key": "6b2e6b68c687865b443176268bec7aa7674444d77357d9e935e63f2bd89df39d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 42, \"weight_connector_coverage\": 18, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 121, "completion_tokens_details": {"reasoning_tokens": 56}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 489, "prompt_tokens": 1129, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1250}}
{"key": "312374834c15676e1a211d2a240ac16a38af5c8e8a17d07ef994c9c9ba8da039", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 257, "completion_tokens_details": {"reasoning_tokens": 192}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 424, "prompt_tokens": 1064, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1321}}
{"key": "d1e460aa543d8272008192cef267553c913118f02bc0e41f38688d0a4cb42f02", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 117, "completion_tokens_details": {"reasoning_tokens": 52}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1183}}
{"key": "f7aacad422a5b46b31b54329b750ce2a4d9a3945736f2020f2493393a1ed2f5f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 42, \"weight_support_and_uptime\": 8, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 482, "completion_tokens_details": {"reasoning_tokens": 417}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 421, "prompt_tokens": 1061, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1543}}
{"key": "12211ffe780c3f3edc5bc343922b274d8ec2b2a02364ebe2d6e928e0b8939eca", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Cheaper per site and faster queries; OPC UA covers the connectors I lack.\"}", "sample": 0, "usage": {"completion_tokens": 65, "completion_tokens_details": {"reasoning_tokens": 33}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 545}}
{"key": "d98cae4170fc208e7491aeefd0f56113829832105b54131246d21cae427e9c87", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 154, "completion_tokens_details": {"reasoning_tokens": 89}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 538, "prompt_tokens": 1178, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1332}}
{"key": "ccd5aa2e0618ae945b21d3dd8a70e3ee8900f1334b28e822c9a041c60ae0fd47", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Halvard Historian\", \"why\": \"That latency number is the whole reason to switch, and it's vendor-measured on reference hardware, so I want it proven on our tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 226, "completion_tokens_details": {"reasoning_tokens": 169}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 336, "prompt_tokens": 720, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 946}}
{"key": "29aa1d97aaaa080f5f0fa6f6bfb44d3b8c8f6d9930818980e96b552426b888ec", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 5, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 235, "completion_tokens_details": {"reasoning_tokens": 170}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 422, "prompt_tokens": 1062, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1297}}
{"key": "b1c14c56d702bda2003ef03a197603dac2b3d1789000e185b783befa894bf8af", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent testing confirms the cheaper option's specs; I would validate it hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 246, "completion_tokens_details": {"reasoning_tokens": 208}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 371, "prompt_tokens": 755, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1001}}
{"key": "8e12de3526e975a29d3217208a3ae3bf0d215cc9866fa6120996b7dce9636a61", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 138, "completion_tokens_details": {"reasoning_tokens": 73}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 538, "prompt_tokens": 1178, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1316}}
{"key": "7518355e328527f59b45edf12afc096fd16057a55168eb5188a51127d64507cc", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Halvard's latency claim matters, but 46 native connectors versus 140 means real integration risk, so I would benchmark both on our tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 284, "completion_tokens_details": {"reasoning_tokens": 236}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 194, "prompt_tokens": 706, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 990}}
{"key": "cf10498dfd72c0fcd604df6a92265c0eebbace7198132b596a371c23d0950a33", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7,000 per site cheaper, and its 1.9 s latency and 46 native connectors are sufficient for our water-utility needs, so finance won't question paying more.\"}", "sample": 0, "usage": {"completion_tokens": 178, "completion_tokens_details": {"reasoning_tokens": 126}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 658}}
{"key": "0b1ec3b7985b9faa254ebde54d7f148875c2fa6617051c0a1e1a865ad01eed92", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":18,\"weight_connector_coverage\":22,\"weight_price\":35,\"weight_support_and_uptime\":10,\"weight_other\":15,\"relative_preference\":2,\"source_independence\":6}", "sample": 0, "usage": {"completion_tokens": 175, "completion_tokens_details": {"reasoning_tokens": 123}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 524, "prompt_tokens": 1164, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1339}}
{"key": "f93e8f47ffd15dd74af46350aa80db1317ed382c6fcd46506e8dfd1881980e58", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 15, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 162, "completion_tokens_details": {"reasoning_tokens": 97}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 491, "prompt_tokens": 1131, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1293}}
{"key": "4fcfbb02caf0830fc1ff20da3c2358f905d722b4cf8297f14328f1aa2bfda4f9", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 141, "completion_tokens_details": {"reasoning_tokens": 76}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1321}}
{"key": "03557ecf389d18c9a865668766e75f6cf8090ef2b3c43f0c3a70f15b9277dd3e", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing confirms Corvel's 4x faster trends, which is our operators' main complaint, so I'd trial it hands-on in our plant before signing despite the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 215, "completion_tokens_details": {"reasoning_tokens": 160}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 382, "prompt_tokens": 766, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 981}}
{"key": "45cf21b95729b93cd83bab88f62495a84afc04fbbb846bbcbb264a13f3b2d6a2", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 25, \"weight_connector_coverage\": 23, \"weight_price\": 27, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 281, "completion_tokens_details": {"reasoning_tokens": 216}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 491, "prompt_tokens": 1131, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1412}}
{"key": "c244f58d3199fa005289c0f79adb6fb86cca553fb615c026cf4ada85ace71030", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":25,\"weight_price\":30,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":1}", "sample": 0, "usage": {"completion_tokens": 428, "completion_tokens_details": {"reasoning_tokens": 382}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1108}}
{"key": "5199b21cc98fe4c3828bb17513aea0e3dd2a606a8e5d95b40adbfdfcaed41d27", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Halvard Historian\",\"why\":\"Need to verify Halvard's 46 connectors actually cover our thirty vendor systems before trading integration work for lower latency and price; Corvel is already in trial.\"}", "sample": 0, "usage": {"completion_tokens": 340, "completion_tokens_details": {"reasoning_tokens": 288}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1097}}
{"key": "a9670c906e0de4adf555fdbbc0424a5e829d91debace7cc94fef6a52bf216724", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Neither\",\"why\":\"Its native connectors cover our vendor mix, and the existing trial already validated it.\"}", "sample": 0, "usage": {"completion_tokens": 288, "completion_tokens_details": {"reasoning_tokens": 256}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 256, "prompt_tokens": 640, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 928}}
{"key": "d060219719cf64c2451a58682a93891e35a2f71054a483869ab65ff92726211e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 20, \"weight_price\": 38, \"weight_support_and_uptime\": 10, \"weight_other\": 14, \"relative_preference\": 1, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 178, "completion_tokens_details": {"reasoning_tokens": 113}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 535, "prompt_tokens": 1175, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1353}}
{"key": "d11c94dbc37691397987f00ec37a31f04212abf5c07ee509ccbd77266081c615", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Still the cheaper, faster option; a trial must prove its 46 connectors cover my five sites before I commit.\"}", "sample": 0, "usage": {"completion_tokens": 254, "completion_tokens_details": {"reasoning_tokens": 206}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 253, "prompt_tokens": 637, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 891}}
{"key": "f3669621513e55feaba9b64fbfc6ea89def204782d6b58886d28f189daa49bde", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Much faster trend queries, which is our operators' main complaint, and lower cost.\"}", "sample": 0, "usage": {"completion_tokens": 97, "completion_tokens_details": {"reasoning_tokens": 68}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 486, "prompt_tokens": 486, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 583}}
{"key": "4f0a0fc9a97c4b5328d6867315191dbb554f49a50454dfd5547a1c3531fb623f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 5, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 228, "completion_tokens_details": {"reasoning_tokens": 163}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 536, "prompt_tokens": 1176, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1404}}
{"key": "ba05456d457ca06efbd7ca6db5c14b55c0150b8117c1bab4a813c01a884530a6", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Latency is still the operators' pain point and Corvel's published number is over four times better, but both are vendor-measured, so I would verify on our own tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 139, "completion_tokens_details": {"reasoning_tokens": 81}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 335, "prompt_tokens": 719, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 858}}
{"key": "14542aa6cf4f8e66c8e0883f94ab96a08bd7f82c72a317b1d95d3293760c5a7a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 39, \"weight_price\": 24, \"weight_support_and_uptime\": 10, \"weight_other\": 9, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 251, "completion_tokens_details": {"reasoning_tokens": 186}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 491, "prompt_tokens": 1131, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1382}}
{"key": "ccaff10542c3e1df6136b49b7c8f3e78e3981981945859f96cfbbaac62494166", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":23,\"weight_price\":35,\"weight_support_and_uptime\":9,\"weight_other\":13,\"relative_preference\":1,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 134, "completion_tokens_details": {"reasoning_tokens": 82}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 477, "prompt_tokens": 1117, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1251}}
{"key": "cd03e473b891c46a89b8573874cdf48abbdad03bed920da3a40c9896b6e7db0b", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Latency matters to operators, but connector coverage drives our integration effort; test both on our hardware and tag mix before signing.\"}", "sample": 0, "usage": {"completion_tokens": 99, "completion_tokens_details": {"reasoning_tokens": 57}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 326, "prompt_tokens": 710, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 809}}
{"key": "89502686bc06a95081d538085aaef16171583bdcf553adefb127907119e1b13b", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still the cheaper option with adequate latency and connectors, but I'd validate its 1.9 s queries and connector coverage on our own tags before signing, since finance needs that evidence.\"}", "sample": 0, "usage": {"completion_tokens": 215, "completion_tokens_details": {"reasoning_tokens": 158}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 273, "prompt_tokens": 657, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 872}}
{"key": "ba3d357bb9c4e4db373d1dcd6b29863774085e5e3d6d070ba22e11919e451cc2", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Slow trend screens are our operators' main complaint, so 0.4 s vs 1.9 s p95 justifies the extra cost, and we already know the product from our trial.\"}", "sample": 0, "usage": {"completion_tokens": 197, "completion_tokens_details": {"reasoning_tokens": 144}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 486, "prompt_tokens": 486, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 683}}
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{"key": "4241c0e5cde2c1a7e8f1f5a8dd73de60592f8a6d26a078e50e9c4969d23ac3b6", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":25,\"weight_price\":30,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":1,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 180, "completion_tokens_details": {"reasoning_tokens": 128}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 414, "prompt_tokens": 1054, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1234}}
{"key": "7521cbaca8b7d4d10e2c6fca0775e81d04ac5104f584534fc2bbc2bbcf3513d6", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard's speed and lower price; trial to verify OPC UA covers my remaining connectors.\"}", "sample": 0, "usage": {"completion_tokens": 109, "completion_tokens_details": {"reasoning_tokens": 62}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 239, "prompt_tokens": 751, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 860}}
{"key": "d46c6767bfc8f3fa9f46791a8ff7552898c5d7712563c429c161962e11be7c8f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 5, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 168, "completion_tokens_details": {"reasoning_tokens": 103}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 489, "prompt_tokens": 1129, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1297}}
{"key": "32168c60c996d6108022a11d8fa1febbbf249d99049be5ae4a90ab1ed863df81", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 369, "completion_tokens_details": {"reasoning_tokens": 312}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1050}}
{"key": "6cd66dcaaf00d18936575dfa55b9271e994482756c5fd398d4edf6d544735e1e", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Vendor numbers differ 5x; test both on our tags before paying a premium.\"}", "sample": 0, "usage": {"completion_tokens": 470, "completion_tokens_details": {"reasoning_tokens": 435}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 324, "prompt_tokens": 708, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1178}}
{"key": "c6228aa57fe6d7314965bac7d5a2c62455e57fe84ac9f0c92269dcd5f6ea7848", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"With ~30 different PLC and SCADA vendors on site, Corvel's 140 native connectors cut the custom integration work that Halvard's 46 would leave on my plate, and the price gap is small next to that effort.\"}", "sample": 0, "usage": {"completion_tokens": 147, "completion_tokens_details": {"reasoning_tokens": 86}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 481, "prompt_tokens": 481, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 628}}
{"key": "a1da0fe554d5637ebf8722faa02f9f541e89057578228f27660405bfe00b2d3b", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Its 140 native connectors will cut custom integration work across our roughly thirty PLC and SCADA vendors, which outweighs the higher price and slower query latency.\"}", "sample": 0, "usage": {"completion_tokens": 126, "completion_tokens_details": {"reasoning_tokens": 81}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 481, "prompt_tokens": 481, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 607}}
{"key": "9daf9b46b107335b10bb1c2a49de0a5f3ddcca40cf7a5254edefc6a4fb7ea580", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Cheaper per site and faster queries; OPC UA covers the remaining connectors.\"}", "sample": 0, "usage": {"completion_tokens": 124, "completion_tokens_details": {"reasoning_tokens": 96}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 481, "prompt_tokens": 481, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 605}}
{"key": "77808e5903f6b0eb8723dd82abd109bff97e2054ec30d0a27c75ecb9b20330db", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":25,\"weight_price\":30,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 151, "completion_tokens_details": {"reasoning_tokens": 99}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 528, "prompt_tokens": 1168, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1319}}
{"key": "69edd2fb2d01bc4123fbbc87229a58b15bf3bd1202bcb1340b16a7ef6e9bbfe0", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still the clear pick on trend speed and cost; a short hands-on trial will confirm it before our Corvel trial expires.\"}", "sample": 0, "usage": {"completion_tokens": 310, "completion_tokens_details": {"reasoning_tokens": 265}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 256, "prompt_tokens": 640, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 950}}
{"key": "19413ee5e4a6402c3a27fa33416b519aa36a9f37d21c1358af60b520db667402", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 20, \"weight_price\": 38, \"weight_support_and_uptime\": 10, \"weight_other\": 12, \"relative_preference\": 0, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 419, "completion_tokens_details": {"reasoning_tokens": 354}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 488, "prompt_tokens": 1128, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1547}}
{"key": "f537b5cff5f27e6d65eef8e37152337aa39bb562cf9f8eb54c8c54c9a37d2017", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 105, "completion_tokens_details": {"reasoning_tokens": 40}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1171}}
{"key": "aa2376487f14aef10ed6beb02fa735f8bb5abfce85cc2448c63b9ba4545c51be", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Same picture as before, and the 140 native connectors still matter more than the lower latency for my mixed-vendor site.\", \"trial\": \"Both\"}", "sample": 0, "usage": {"completion_tokens": 99, "completion_tokens_details": {"reasoning_tokens": 54}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 283, "prompt_tokens": 667, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 766}}
{"key": "75bd78a23289f878b33f0b4771b2e335ce0523698bf58e3ca5480ddae3218344", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 340, "completion_tokens_details": {"reasoning_tokens": 283}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1021}}
{"key": "8e23b959394885f75278a58159583baeeb2caadd465b6f630da70966594fbad0", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Neither\", \"why\": \"Nothing changed in a week: operator trend speed is the deciding factor and Corvel's 0.4 s p95 beats Halvard's 1.9 s, and our Corvel trial already gives us hands-on evidence while the licence expires next month.\"}", "sample": 0, "usage": {"completion_tokens": 321, "completion_tokens_details": {"reasoning_tokens": 248}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 280, "prompt_tokens": 664, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 985}}
{"key": "b65254a64a88800139522ec93f3464aabaa7e4d63d9ab079e4df5e571b83e99e", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"The independent test just confirms both vendors' numbers, so the 1.9 s latency and 46 connectors look adequate for our sites at $7,000 per site less; I'll trial Halvard to confirm the query speed is acceptable to operators before signing.\"}", "sample": 0, "usage": {"completion_tokens": 358, "completion_tokens_details": {"reasoning_tokens": 285}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 387, "prompt_tokens": 771, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1129}}
{"key": "5b78b3c3a00c865535f56c175ba19a2ed2500841f7c7de5c028e7b5f90b0d287", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Halvard Historian\",\"why\":\"140 native connectors cut integration work across our thirty vendor types; I'd trial Halvard only to confirm the cheaper option really can't cover our mix.\"}", "sample": 0, "usage": {"completion_tokens": 543, "completion_tokens_details": {"reasoning_tokens": 494}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 242, "prompt_tokens": 754, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1297}}
{"key": "b28f46d278a8c759e0d1d6dab40b7ed9f923bf3aa97fb91632ef93a471faebd6", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 3}", "sample": 0, "usage": {"completion_tokens": 930, "completion_tokens_details": {"reasoning_tokens": 873}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1609}}
{"key": "eeb567c9368d49170320d12eaf04a1f645a51eb7ff6d64bd17e81bf43e0c063d", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still cheaper and faster; trial Halvard to validate OPC UA coverage before signing.\"}", "sample": 0, "usage": {"completion_tokens": 141, "completion_tokens_details": {"reasoning_tokens": 104}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 250, "prompt_tokens": 634, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 775}}
{"key": "839ce991cc7c94807b1c9b3f920ff9f613fb42d92ecb315a5ee9bcab84cd521a", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"Halvard wins on price and latency, but both numbers are vendor-measured, so I want a head-to-head on our own tags first.\"}", "sample": 0, "usage": {"completion_tokens": 320, "completion_tokens_details": {"reasoning_tokens": 268}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 192, "prompt_tokens": 704, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1024}}
{"key": "a8cdb5ebe52e4b5760bbc7b3546226a5822a2385fed8541d7317db42f0792057", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It meets our historian needs at $19k/site; Corvel\u2019s faster queries and extra connectors don\u2019t justify $7k/site/year with a tight budget.\"}", "sample": 0, "usage": {"completion_tokens": 289, "completion_tokens_details": {"reasoning_tokens": 241}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 481, "prompt_tokens": 481, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 770}}
{"key": "b3f1a14fd1d1853c5c9e998b8f6419494e2f778ba4bd39c30dbfe9a84ceb2735", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent lab confirms the 0.4 s latency that fixes our operators' main complaint, at lower price; I'd still run a hands-on trial on one site before signing.\"}", "sample": 0, "usage": {"completion_tokens": 165, "completion_tokens_details": {"reasoning_tokens": 109}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 242, "prompt_tokens": 754, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 919}}
{"key": "b37265c1427ac9597af6ef07a1402408cded6f120b7590d800290bcb0debf0f9", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":25,\"weight_price\":28,\"weight_support_and_uptime\":12,\"weight_other\":10,\"relative_preference\":1,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 230, "completion_tokens_details": {"reasoning_tokens": 178}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 481, "prompt_tokens": 1121, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1351}}
{"key": "c162e23c77a95374504bf4574ce3b573edd8d776047d24fc7aff8739acc2e1e3", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Its 0.4 s p95 trend latency directly fixes our operators' main complaint, at lower cost, and 46 native connectors plus OPC UA should cover our two sites.\"}", "sample": 0, "usage": {"completion_tokens": 163, "completion_tokens_details": {"reasoning_tokens": 111}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 645}}
{"key": "2cc9a6233a9d92de1f7eacc6279c0dba00216d66aa8a16121a7996103b44fd69", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Still favor Corvel's connector coverage, but 1.9 s p95 is nearly five times Halvard's latency, so I'd trial both to verify real query speed and how many of my thirty vendors actually need OPC UA workarounds.\"}", "sample": 0, "usage": {"completion_tokens": 195, "completion_tokens_details": {"reasoning_tokens": 123}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 267, "prompt_tokens": 651, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 846}}
{"key": "381299a3e81aeec3b0531726f91a5ad9aa9a9c8edbd308be06031aff31a4ae6d", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"The independent lab confirms Corvel's latency and its 140 native connectors \u2014 far less custom integration across my thirty vendors \u2014 so I'd trial it before signing.\"}", "sample": 0, "usage": {"completion_tokens": 114, "completion_tokens_details": {"reasoning_tokens": 59}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 397, "prompt_tokens": 781, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 895}}
{"key": "3661a54da0072e9532b9c7710ff38db10492a5ba560a4e628e84b99c6e5a65d6", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel's 0.4 s beats Halvard's own 1.9 s figure, and its 140 native connectors fit our thirty-vendor mix; still, a side-by-side trial on our tags would confirm real latency.\"}", "sample": 0, "usage": {"completion_tokens": 64, "completion_tokens_details": {"reasoning_tokens": 0}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 195, "prompt_tokens": 707, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 771}}
{"key": "1e5037efc21c5fd1de4415730d1191c3987b0b607d06de11da044b4f4d7058c0", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 183, "completion_tokens_details": {"reasoning_tokens": 118}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1363}}
{"key": "5a71bbefb9bdae956b815882f03533056ccf9b039553d96677a6f1a48a8a2bce", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 38, \"weight_connector_coverage\": 18, \"weight_price\": 24, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 587, "completion_tokens_details": {"reasoning_tokens": 530}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1266}}
{"key": "947d8a7ee659146544ba7e3cff7e14c2ff2308c873eeae46787eda7bfc9ff0b5", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 20, \"weight_other\": 10, \"relative_preference\": 1}", "sample": 0, "usage": {"completion_tokens": 375, "completion_tokens_details": {"reasoning_tokens": 318}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1055}}
{"key": "4b9f2223a6e19fe4b7a3d9d712194deb88ce4a5b24055f90543cdeb1887ed05e", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Neither\", \"why\": \"Independent testing confirms Corvel's 0.4 s latency advantage is real and we are already hands-on with it under our trial licence, so the operators' main pain point is addressed.\"}", "sample": 0, "usage": {"completion_tokens": 176, "completion_tokens_details": {"reasoning_tokens": 117}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 394, "prompt_tokens": 778, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 954}}
{"key": "7e17132a3adfbd8b13c069bdd842bf865079bf5daf9570b712c6858a9b7c0a2d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 183, "completion_tokens_details": {"reasoning_tokens": 118}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1249}}
{"key": "70b8b6864c77d6daf375739600292aab02274b65b32f1b7c7529e417294059de", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent lab confirms it is faster and $7k/site cheaper; 46 native connectors plus OPC UA should cover our plant, but I want hands-on proof before signing.\"}", "sample": 0, "usage": {"completion_tokens": 139, "completion_tokens_details": {"reasoning_tokens": 83}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 236, "prompt_tokens": 748, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 887}}
{"key": "74bb176955f909edb470fca9e5ef80abc14418297e8b1cc94ccfc9d95e92429d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 38, \"weight_price\": 19, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 149, "completion_tokens_details": {"reasoning_tokens": 84}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1282}}
{"key": "248a628bb17ac8e2c97358b99fd18be2b85c5ebc9197ba255e7891f5735f3b1a", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its much faster trend query latency directly addresses our operators' main complaint, and the stronger native connector coverage lowers integration risk despite the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 176, "completion_tokens_details": {"reasoning_tokens": 137}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 658}}
{"key": "2c7db0f98a4d2b5be170ea047308e62096c3527b43b56ef8a4badb90220e00f2", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Still the better fit: the latency gap targets our operators' top complaint and it costs less per site; nothing has changed to overturn that.\"}", "sample": 0, "usage": {"completion_tokens": 162, "completion_tokens_details": {"reasoning_tokens": 118}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 275, "prompt_tokens": 659, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 821}}
{"key": "192f1752cd4eade9934229152fbc4c6a5d2c395a469127e5e43693b0116ec78a", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Halvard's own pitch makes latency the deciding factor, and its 1.9 s is nearly 5x Corvel's 0.4 s, so I need to see real trends on our own tags before justifying either spend to finance.\"}", "sample": 0, "usage": {"completion_tokens": 322, "completion_tokens_details": {"reasoning_tokens": 255}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 340, "prompt_tokens": 724, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1046}}
{"key": "2466c6d00915d66a3bd0d7cb9cab31e46722cad2da420fa3fffc17ec52c303f6", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 3, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 343, "completion_tokens_details": {"reasoning_tokens": 278}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 424, "prompt_tokens": 1064, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1407}}
{"key": "0539b28345b8d343ed0d3a4588466412eee4d8924cd4c58d2054247012aab1ef", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Halvard's own point cuts against it: Corvel measures 0.4 s at p95 versus Halvard's 1.9 s, and it also covers far more of my thirty vendor systems natively.\", \"trial\": \"Both\"}", "sample": 0, "usage": {"completion_tokens": 178, "completion_tokens_details": {"reasoning_tokens": 114}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 350, "prompt_tokens": 734, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 912}}
{"key": "d293c091a0311ffa98a27dbb88ea18ea4762d375d2c05be30d2e8fea3c80c42e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 38, \"weight_connector_coverage\": 18, \"weight_price\": 24, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 141, "completion_tokens_details": {"reasoning_tokens": 76}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 424, "prompt_tokens": 1064, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1205}}
{"key": "1cd3e1a28f8cb4c1fbd649a0ec6c2c64847e2ac596cae7cc1d75a54eced90ab0", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 20, \"weight_other\": 10, \"relative_preference\": 1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 153, "completion_tokens_details": {"reasoning_tokens": 88}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 425, "prompt_tokens": 1065, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1218}}
{"key": "413527e21df8f0219b5c9d5dffe2e063fd818744dff8dffe741117e3575d2543", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"The independent report just confirms the vendor numbers, so connector coverage across our many vendors still wins; I would trial both to verify the connectors actually work with our equipment and that the slower latency is tolerable for operators.\"}", "sample": 0, "usage": {"completion_tokens": 233, "completion_tokens_details": {"reasoning_tokens": 170}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 381, "prompt_tokens": 765, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 998}}
{"key": "cf0f2fd476877d91f35dd126ee9c855a379dfa9449b2f425631f5a56167124fc", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 168, "completion_tokens_details": {"reasoning_tokens": 103}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1348}}
{"key": "ae0e41aa4f4328351854d1de0e5fcee7452bd0154cd32ab3ee766c43722d0c03", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Independent testing confirms the latency gap that matters most to our operators, at lower cost; OPC UA should cover any missing connectors.\", \"trial\": \"Halvard Historian\"}", "sample": 0, "usage": {"completion_tokens": 110, "completion_tokens_details": {"reasoning_tokens": 60}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 389, "prompt_tokens": 773, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 883}}
{"key": "9f68a7674f7a698104492a7531b43cf51b643330eaa9212402ff7f818e41e3ce", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"140 native connectors covers far more of our thirty vendor systems with less custom integration, and we're already on a Corvel trial that expires next month.\"}", "sample": 0, "usage": {"completion_tokens": 135, "completion_tokens_details": {"reasoning_tokens": 91}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 617}}
{"key": "e3a0d63932ab604467d8fcced8081eb29e4f78c99f32f3eb65f0aa8d2152c0b7", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still the cheaper option that meets our needs; I\u2019d trial Halvard hands-on before signing to validate fit.\"}", "sample": 0, "usage": {"completion_tokens": 442, "completion_tokens_details": {"reasoning_tokens": 399}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 270, "prompt_tokens": 654, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1096}}
{"key": "3f981216cc229690387e42bce9069162d037106027a8eba9daf1bacb9dd71ed9", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Latency is our operators' core complaint, so I'll benchmark both on our own tags and hardware rather than trust vendor reference numbers.\"}", "sample": 0, "usage": {"completion_tokens": 240, "completion_tokens_details": {"reasoning_tokens": 191}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 347, "prompt_tokens": 731, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 971}}
{"key": "a847570b699ac25231b425d20364163fbb091fcf7c322f97a17aa8c4fd50e19d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 17, \"weight_price\": 23, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 179, "completion_tokens_details": {"reasoning_tokens": 114}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 538, "prompt_tokens": 1178, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1357}}
{"key": "92f3095428f1c9324e8f4df1dda9198a950ab66e38680163bf4c3b28e7b0c276", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 493, "completion_tokens_details": {"reasoning_tokens": 436}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1174}}
{"key": "864d0809dfb0dc97f4a66fec7a73589a6e29c35545964220f16e0676ef87da95", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 3, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 155, "completion_tokens_details": {"reasoning_tokens": 90}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 538, "prompt_tokens": 1178, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1333}}
{"key": "4588cac75c3a4150730a20d995e3135205fc7517dc75c55cf0ff603c8295b6f5", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Halvard's latency point is fair, but 1.9 s is still usable; I want both benchmarked on our own thirty-vendor site before trading 94 connectors for 1.5 seconds.\"}", "sample": 0, "usage": {"completion_tokens": 118, "completion_tokens_details": {"reasoning_tokens": 54}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 334, "prompt_tokens": 718, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 836}}
{"key": "0be7bc87cc8901235194be3fefc2bd8e6cf6ef93d920303284177bc54ce5632b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 17, \"weight_price\": 35, \"weight_support_and_uptime\": 20, \"weight_other\": 10, \"relative_preference\": 1, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 198, "completion_tokens_details": {"reasoning_tokens": 133}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 539, "prompt_tokens": 1179, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1377}}
{"key": "3053a57d8ee280f83e5ba4bf74112c280157c0419960cff9aed8f5f7e5806580", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"The 0.4 s p95 latency directly targets our operators' main complaint; I would validate it hands-on before signing, while noting the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 265, "completion_tokens_details": {"reasoning_tokens": 215}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 262, "prompt_tokens": 646, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 911}}
{"key": "ea42d5bba0616ec4b9b1eff5d466b976724ea114d706e52770021f7eba004502", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 38, \"weight_price\": 20, \"weight_support_and_uptime\": 14, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 165, "completion_tokens_details": {"reasoning_tokens": 100}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1298}}
{"key": "ebe38a7c8be1896c6de60f213e14ef54f5104c93afde634ebffb175648e527cd", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Vendor-measured latency must be verified on our own tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 705, "completion_tokens_details": {"reasoning_tokens": 670}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 195, "prompt_tokens": 707, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1412}}
{"key": "9ffb723b0006bbd588e867227e6c89b1a649916fd9ddc99e0bcb201034d259e8", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 40, \"weight_support_and_uptime\": 20, \"weight_other\": 5, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 749, "completion_tokens_details": {"reasoning_tokens": 692}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 293, "prompt_tokens": 677, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1426}}
{"key": "edc85f8933df19b471067e8eb80ad4de11bfad0220bd8bbbe9f4ab85c5c156f3", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":45,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 334, "completion_tokens_details": {"reasoning_tokens": 287}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 294, "prompt_tokens": 678, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1012}}
{"key": "c7b0e6c51f8ad5f7b07decd8b2b81ee8c84ed81ea9a5fd8add94e2152a5be01b", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"No new evidence resolves the connector-versus-cost/latency trade-off, so I'd validate both hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 234, "completion_tokens_details": {"reasoning_tokens": 187}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 267, "prompt_tokens": 651, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 885}}
{"key": "40ad6ed37bc84754b6f028245c52baf66e426e63bea837e1930ee122349d2893", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 293, "completion_tokens_details": {"reasoning_tokens": 236}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 299, "prompt_tokens": 683, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 976}}
{"key": "5ded1fd6277d744f57407a95a886bb328e59d0f286b11d3cfaf6208cad4c22ad", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 194, "completion_tokens_details": {"reasoning_tokens": 129}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1260}}
{"key": "2b46f3c294a573483e83069b24573022112c1cf4e613e63924a96dad0305a0df", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":10,\"weight_connector_coverage\":20,\"weight_price\":40,\"weight_support_and_uptime\":15,\"weight_other\":15,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 574, "completion_tokens_details": {"reasoning_tokens": 528}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 293, "prompt_tokens": 677, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1251}}
{"key": "5eed664c5f23b328c60b1e7990d74e0386fad7f7d52999c5d68bac3dfb922478", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 16, \"weight_price\": 24, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 278, "completion_tokens_details": {"reasoning_tokens": 213}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 491, "prompt_tokens": 1131, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1409}}
{"key": "92a40ca69441a6e3419e08863af2fe5a4e849aa6997f53f156750b16885e32bc", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"It has far more native connectors for our thirty-vendor mix, reducing custom integration work, and better query latency.\"}", "sample": 0, "usage": {"completion_tokens": 106, "completion_tokens_details": {"reasoning_tokens": 72}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 588}}
{"key": "036df2b57b8a3e76cde031c25bd0da2ee09308e3040cbfecb18c25e7989c5d22", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 48, \"weight_connector_coverage\": 14, \"weight_price\": 18, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 3, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 260, "completion_tokens_details": {"reasoning_tokens": 195}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 491, "prompt_tokens": 1131, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1391}}
{"key": "b82fa516efb58ddc30ab3a042841ad67fad59f819490961754c098ac1eb96641", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent tests confirm Halvard meets our needs at $7k/site/year less; Corvel\u2019s speed and connectors don\u2019t justify the premium.\"}", "sample": 0, "usage": {"completion_tokens": 341, "completion_tokens_details": {"reasoning_tokens": 290}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 384, "prompt_tokens": 768, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1109}}
{"key": "9127a853430c61df6eb4cf32af56b6f29bbe4f25f99941b476eedcc04fcaff34", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"0.4 s is vendor-measured on their reference hardware, not our tags and network; while the Corvel trial is still live, run both against our own 30-day trends and pick on measured p95, not marketing.\"}", "sample": 0, "usage": {"completion_tokens": 328, "completion_tokens_details": {"reasoning_tokens": 258}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 342, "prompt_tokens": 726, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1054}}
{"key": "7c15dc12031f00e1ba7f9164a0685d239e7133da01ff391aaccc835c3fce85df", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 20, \"weight_price\": 33, \"weight_support_and_uptime\": 17, \"weight_other\": 10, \"relative_preference\": 1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 251, "completion_tokens_details": {"reasoning_tokens": 186}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 492, "prompt_tokens": 1132, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1383}}
{"key": "20c48f8f1dca8217092558a8240ecf5af740210a668ac744f6d948604aff9784", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 40, \"weight_support_and_uptime\": 20, \"weight_other\": 5, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 129, "completion_tokens_details": {"reasoning_tokens": 64}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 422, "prompt_tokens": 1062, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1191}}
{"key": "0ef8df7eee6cce14a9e386880d4044d0c87d8674227efa9d9e69aef50d51b697", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Cheaper and faster queries; OPC UA covers connectors; trial to verify.\"}", "sample": 0, "usage": {"completion_tokens": 748, "completion_tokens_details": {"reasoning_tokens": 712}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 189, "prompt_tokens": 701, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1449}}
{"key": "6056d8692e417f9c4f793923ffcb4c0cc1195b83da9cbc12e511f60472653095", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 20, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 279, "completion_tokens_details": {"reasoning_tokens": 222}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 294, "prompt_tokens": 678, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 957}}
{"key": "0621c32be7f3bd5b90f01680dc187b76977518bbaca11b17a8d76f294a50f001", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":45,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 119, "completion_tokens_details": {"reasoning_tokens": 66}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 413, "prompt_tokens": 1053, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1172}}
{"key": "7db3a1c5f3d4c282099a2d16f1a0b083cbb628b17b23f8d748c7ebab96e3398d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 35, \"weight_connector_coverage\": 20, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 230, "completion_tokens_details": {"reasoning_tokens": 173}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 299, "prompt_tokens": 683, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 913}}
{"key": "5186006ade08b5ad6fd6634d54c40bdd35dddd1090f6f9551c1ada1d032334e6", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing on identical hardware confirms the 0.4 s latency, which directly fixes our operators' main complaint, and the wider native connector set cuts integration risk; I'd run the Corvel trial on our own data before signing.\"}", "sample": 0, "usage": {"completion_tokens": 227, "completion_tokens_details": {"reasoning_tokens": 162}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 376, "prompt_tokens": 760, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 987}}
{"key": "bb667855afad6327297d9f748896992def2e1bb47b0fc3097aa1cca4d3ddfd16", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 114, "completion_tokens_details": {"reasoning_tokens": 49}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1294}}
{"key": "8e02e56f39051813c03b15804aeea964f11990654338414d648f2d43610b804c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 154, "completion_tokens_details": {"reasoning_tokens": 89}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 428, "prompt_tokens": 1068, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1222}}
{"key": "a494ff9182602685a780d727bc7507d1d8af1413f0a5f113dbd117cae953822d", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7,000 per site cheaper and already in trial, while 1.9 s p95 latency is acceptable for our needs.\"}", "sample": 0, "usage": {"completion_tokens": 121, "completion_tokens_details": {"reasoning_tokens": 80}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 604}}
{"key": "4d725b2c932024fbf441cbce1f4139380ef3d85f1938319e2d1b38537eaa3968", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":10,\"weight_connector_coverage\":20,\"weight_price\":40,\"weight_support_and_uptime\":15,\"weight_other\":15,\"relative_preference\":2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 156, "completion_tokens_details": {"reasoning_tokens": 104}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 411, "prompt_tokens": 1051, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1207}}
{"key": "25b97feeaf24e51eb8df0a2d93deb1436c35267d1cd65f2777c1903068b0d244", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 40, \"weight_support_and_uptime\": 20, \"weight_other\": 5, \"relative_preference\": 2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 153, "completion_tokens_details": {"reasoning_tokens": 88}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 536, "prompt_tokens": 1176, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1329}}
{"key": "ed4dfba05485f1bf163d9201b3bc98a6ff8622573ab61516280974f2e196d4c0", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7k per site cheaper and meets our needs; Corvel\u2019s speed and connector lead does not justify the extra cost to finance.\"}", "sample": 0, "usage": {"completion_tokens": 171, "completion_tokens_details": {"reasoning_tokens": 129}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 654}}
{"key": "ef3efe1840d2e715e4adad88483757a88f66f6e0f7c367e847339c97d5bb296a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 20, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 169, "completion_tokens_details": {"reasoning_tokens": 104}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 423, "prompt_tokens": 1063, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1232}}
{"key": "e07938ae6501ccdc5c70f8ad4f725785869121969a5e74eda48d068292ffc2b2", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":45,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 119, "completion_tokens_details": {"reasoning_tokens": 66}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 527, "prompt_tokens": 1167, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1286}}
{"key": "9e7513e4391f1e2912717194c955d725eda5d5e317a07c5b066b84387b7f3709", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Independent test confirms 1.9 s p95 is still fine for trend queries, so the 140 native connectors and less custom integration across our thirty vendor systems outweigh the extra $7k per site \u2014 but I'd trial both against our actual equipment before signing.\"}", "sample": 0, "usage": {"completion_tokens": 326, "completion_tokens_details": {"reasoning_tokens": 252}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 381, "prompt_tokens": 765, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1091}}
{"key": "2aa609c2764988e96111c97f16f120eed9c3a58bca4bc31a41fef73e929e8c68", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 330, "completion_tokens_details": {"reasoning_tokens": 273}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1009}}
{"key": "0047e00b728b3b56391a1c23403f253c5874b0b5ab13a8869be880f5f610eb57", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 35, \"weight_connector_coverage\": 20, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 196, "completion_tokens_details": {"reasoning_tokens": 131}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 428, "prompt_tokens": 1068, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1264}}
{"key": "d607e7b14edf0b2537d517f516a45fb2699eea355086a4776609590a6750cd18", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is much faster for ad-hoc trend queries, addressing operator complaints, and costs less.\"}", "sample": 0, "usage": {"completion_tokens": 146, "completion_tokens_details": {"reasoning_tokens": 116}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 626}}
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{"key": "3451b8f502a86549eb306501f30d5d9be971240e1ddf55827b56fcbc26def20e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 35, \"weight_connector_coverage\": 20, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 122, "completion_tokens_details": {"reasoning_tokens": 57}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 542, "prompt_tokens": 1182, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1304}}
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{"key": "64f491c972d0d3855b52f9121aaba3427d724b77ae65adc4fe4ec5e351455e61", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Connector breadth still decides it for thirty vendor systems, but latency now needs verifying on our own hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 263, "completion_tokens_details": {"reasoning_tokens": 226}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 334, "prompt_tokens": 718, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 981}}
{"key": "b98fbbd68b9f0d4dd8f302a92d2ecdd0702ac2796a69cb04a7c131ed180177f1", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"No new information changes the connector and latency advantage; finish validating Corvel before signing.\"}", "sample": 0, "usage": {"completion_tokens": 686, "completion_tokens_details": {"reasoning_tokens": 651}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 257, "prompt_tokens": 641, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1327}}
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{"key": "d4303abf6d86544a42e7aa70aa24c5e769f3cdd8cd5640554e56ef0c188397ee", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard's 0.4 s latency and it is $7,000/site cheaper; the connector gap is covered by OPC UA, so extend the existing trial.\"}", "sample": 0, "usage": {"completion_tokens": 181, "completion_tokens_details": {"reasoning_tokens": 122}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 379, "prompt_tokens": 763, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 944}}
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{"key": "4d5454ca132e0c1f757e8089efb1ff8a12bf0e25c7698f505d8b7574fbcc198e", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Its lower latency and price fit our operator trend complaints, but I would validate both on our tags and connectors before signing.\"}", "sample": 0, "usage": {"completion_tokens": 420, "completion_tokens_details": {"reasoning_tokens": 379}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 251, "prompt_tokens": 635, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1055}}
{"key": "b54cc320c2ab2d51e16283e2e5e95a019f668b0b3248a0d8059793857f4f4cea", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Nothing new changes the cost case; validate the cheaper option hands-on before signing as its trial expires.\"}", "sample": 0, "usage": {"completion_tokens": 547, "completion_tokens_details": {"reasoning_tokens": 507}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 266, "prompt_tokens": 650, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1197}}
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{"key": "ae7cf5a882af6fe5ee81b650ba52e68e921636537d211a8290b13f8d24487014", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Still the best fit for our operators' trend-speed complaint; trial it to verify the vendor-measured latency before signing.\"}", "sample": 0, "usage": {"completion_tokens": 151, "completion_tokens_details": {"reasoning_tokens": 108}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 252, "prompt_tokens": 636, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 787}}
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{"key": "9f99d7848c65102bab0aa24bacca399f919e8cde2d7b23bcc7dd05582f600a95", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 138, "completion_tokens_details": {"reasoning_tokens": 85}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 414, "prompt_tokens": 1054, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1192}}
{"key": "8855f6b37a7a7198ecec806ee48ed73316c1dec2ce57e284cb43b2b792b2b8c3", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It meets our needs at $19k and finance would question paying $7k more without a clear latency or connector requirement.\"}", "sample": 0, "usage": {"completion_tokens": 172, "completion_tokens_details": {"reasoning_tokens": 135}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 652}}
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{"key": "f50118fb847079039c662634e4bb660f4f149d858ca2ade13010a456605459e9", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard's much faster trends at lower price; I'd trial it hands-on to confirm its 46 native connectors cover our PLCs, with OPC UA as fallback.\"}", "sample": 0, "usage": {"completion_tokens": 145, "completion_tokens_details": {"reasoning_tokens": 86}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 237, "prompt_tokens": 749, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 894}}
{"key": "c5941268e79f896f621dd2b282f337617d60a2a904b47fb95c37ebae5c303517", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"The independent test confirms Corvel's latency and 140 native connectors, which should cut custom integration across our thirty vendors and offset the $14k/yr premium; I'd still trial both hands-on against our actual mix.\"}", "sample": 0, "usage": {"completion_tokens": 404, "completion_tokens_details": {"reasoning_tokens": 344}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 371, "prompt_tokens": 755, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1159}}
{"key": "21fac6a6c4197b085ae688f8233248c7a86ba39bef392f13a514fd9e2f41a92d", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent lab confirms the 0.4 s latency, so I'd trial Corvel on our own tags to validate it before signing.\"}", "sample": 0, "usage": {"completion_tokens": 115, "completion_tokens_details": {"reasoning_tokens": 70}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 238, "prompt_tokens": 750, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 865}}
{"key": "bcab25b701b35948ea700b78757d62e987d711f0eb12915b77b4bf678ee94b75", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"More native connectors for our 30+ vendors reduces integration work.\"}", "sample": 0, "usage": {"completion_tokens": 724, "completion_tokens_details": {"reasoning_tokens": 697}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 485, "prompt_tokens": 485, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 1209}}
{"key": "b1405675ab4d0258b79a2eacf609587855eebbc0fd114efc05abddc8a0323515", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Still cheaper by $7k with better query latency, and OPC UA covers the connector gap.\",\"trial\":\"Both\"}", "sample": 0, "usage": {"completion_tokens": 94, "completion_tokens_details": {"reasoning_tokens": 57}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 260, "prompt_tokens": 644, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 738}}
{"key": "19dfa3a437e374313f4063549f39b35ce32beaa382ce133334d9462b61caddf7", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Its much faster trend queries directly address our operators' main complaint, and we already have a trial in place.\"}", "sample": 0, "usage": {"completion_tokens": 159, "completion_tokens_details": {"reasoning_tokens": 123}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 643}}
{"key": "4be1369730303f909d0d3a15146041ee5f5a2176d4067938483467df07c9bfbe", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Sticking with Corvel: its 140 native connectors cut integration work across our thirty vendors, and our existing trial already de-risks signing.\"}", "sample": 0, "usage": {"completion_tokens": 276, "completion_tokens_details": {"reasoning_tokens": 223}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 259, "prompt_tokens": 643, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 919}}
{"key": "1d1f21e5cf22f93efbacd31b1b70a1b4897501c839b95de4e86d05fc1452997c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":6}", "sample": 0, "usage": {"completion_tokens": 144, "completion_tokens_details": {"reasoning_tokens": 91}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 528, "prompt_tokens": 1168, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1312}}
{"key": "45643709d520e0ef32b6fa020e2c7a1c2dc4a8c33760c1f746e7020747b389c3", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":10,\"weight_connector_coverage\":25,\"weight_price\":40,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 198, "completion_tokens_details": {"reasoning_tokens": 146}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 412, "prompt_tokens": 1052, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1250}}
{"key": "715a777dd9883678e8445ea44189262e10abc4b9ca555903f8b1e35398cc5e35", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent testing confirms the cheaper option\u2019s performance and connectors, so I\u2019d complete our existing Halvard trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 268, "completion_tokens_details": {"reasoning_tokens": 223}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 380, "prompt_tokens": 764, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1032}}
{"key": "457d27d97325fa47b57b4e2df49cf7ca8f4e90286fec82df7256755e83819d4b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 621, "completion_tokens_details": {"reasoning_tokens": 564}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1300}}
{"key": "3302c15ff259ed0228bf7ed4500107c96a50c77a6e52ee82a2bf623d86157f0d", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still the cheaper fit; trial it hands-on to confirm its 46 native connectors and latency are adequate for our site.\"}", "sample": 0, "usage": {"completion_tokens": 165, "completion_tokens_details": {"reasoning_tokens": 121}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 258, "prompt_tokens": 642, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 807}}
{"key": "c947bd051cdf390cd8081365b1a7070f201d09673b05a8321c726ef342bcea28", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"It is cheaper and its 0.4 s p95 latency is better, so I would verify that claim in the remaining hands-on trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 384, "completion_tokens_details": {"reasoning_tokens": 333}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 332, "prompt_tokens": 716, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1100}}
{"key": "cde01dc11a9abf5530593ed73f40777375114f63320770d7c7993eac8af7d66e", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Faster query latency (0.4s vs 1.9s) addresses operator complaints, and lower cost.\"}", "sample": 0, "usage": {"completion_tokens": 572, "completion_tokens_details": {"reasoning_tokens": 533}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 1056}}
{"key": "729fa2a3077419066e239887d0e0328ca1e19b10e54d34e3417c88c43327be55", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"More native connectors cover our 30 vendors, reducing custom integration work.\"}", "sample": 0, "usage": {"completion_tokens": 356, "completion_tokens_details": {"reasoning_tokens": 328}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 486, "prompt_tokens": 486, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 842}}
{"key": "aec29e7646b3ffb7d0c5590a04ac91802c9bb164698368989b5a56957ee71e56", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":45,\"weight_connector_coverage\":18,\"weight_price\":22,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 150, "completion_tokens_details": {"reasoning_tokens": 97}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 481, "prompt_tokens": 1121, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1271}}
{"key": "8527b7ffb3e1a6eccead93e9226f3f1b519b13ea4cda7f062a35b88039af1e60", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel's 0.4 s p95 is far better for our operators' main complaint, but I'd validate both on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 209, "completion_tokens_details": {"reasoning_tokens": 161}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 191, "prompt_tokens": 703, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 912}}
{"key": "e3230e18f8b8a14218f6fcff201645f117178846a5b7df4a7874b5186d8c26e3", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent test confirms Corvel's connector breadth and latency lead; validate it hands-on on our mixed-vendor sites before signing.\"}", "sample": 0, "usage": {"completion_tokens": 148, "completion_tokens_details": {"reasoning_tokens": 100}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 905}}
{"key": "f5b3925eb901746914217450e66d32dd2e2796a3538affff028d5db1bb51ad54", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"The independent test confirms Halvard is $7k cheaper and faster; I would trial it hands-on to verify OPC UA coverage for our remaining systems.\"}", "sample": 0, "usage": {"completion_tokens": 183, "completion_tokens_details": {"reasoning_tokens": 132}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 374, "prompt_tokens": 758, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 941}}
{"key": "1f79f95a5cc9b4e399cf9ab5334f465d48d0f43c81daa779ef4cfcac111936e5", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":10,\"weight_connector_coverage\":25,\"weight_price\":40,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":6}", "sample": 0, "usage": {"completion_tokens": 147, "completion_tokens_details": {"reasoning_tokens": 95}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 526, "prompt_tokens": 1166, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1313}}
{"key": "f7f5d5f0ffef162f6fa13b04b8f4d337fac0f310e7a7991decd51b53262d4c8f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 25, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 343, "completion_tokens_details": {"reasoning_tokens": 278}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 490, "prompt_tokens": 1130, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1473}}
{"key": "61cc1977def83b656aefa8defd3847e958af61d2b2f2490e1097317aabba0ac6", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Its 0.4 s p95 directly targets our operator complaint and costs less; trial both to verify latency on our tags and hardware.\"}", "sample": 0, "usage": {"completion_tokens": 323, "completion_tokens_details": {"reasoning_tokens": 278}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 190, "prompt_tokens": 702, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1025}}
{"key": "a3d92b08f0d571a39218a1123a8591721f5a4177f6be9f0c6955e7c282f99d07", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Neither\",\"why\":\"Halvard's latency point is fair but 1.9 s is still workable, and it doesn't close the 140-vs-46 connector gap that drives our integration burden; I'm already hands-on with Corvel Stream's trial, so no new trial is needed.\"}", "sample": 0, "usage": {"completion_tokens": 405, "completion_tokens_details": {"reasoning_tokens": 332}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 324, "prompt_tokens": 708, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1113}}
{"key": "e10ff0b8dd83e13b0c00dc9709433f570d047ce2f56d7c4471b658942f62101d", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Latency is the operators' complaint and Halvard is faster and cheaper, but I want a hands-on trial to confirm those numbers on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 174, "completion_tokens_details": {"reasoning_tokens": 116}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 264, "prompt_tokens": 648, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 822}}
{"key": "630c57a599156fc789dd60f2abbd1554b9d50f8d7d205b9b8ce3f0158a778c28", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Nothing new has resolved the latency-versus-price trade-off, so I would validate both in our own environment before signing.\"}", "sample": 0, "usage": {"completion_tokens": 317, "completion_tokens_details": {"reasoning_tokens": 271}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 261, "prompt_tokens": 645, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 962}}
{"key": "5155c60c7161280fd1340ba410f2530ad5520d09b1ace1221e51de94777c553c", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Latency matters to operators, so I\u2019d verify both on our tags and hardware before signing; the price gap alone isn\u2019t enough.\"}", "sample": 0, "usage": {"completion_tokens": 259, "completion_tokens_details": {"reasoning_tokens": 213}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 333, "prompt_tokens": 717, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 976}}
{"key": "74ca2758c0dfd20c67174767a42b62af5e4bb73909828ae0d68efcdef1edebb5", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Its broader native connector coverage still outweighs Halvard's lower price and latency, but I would trial Corvel before signing.\"}", "sample": 0, "usage": {"completion_tokens": 214, "completion_tokens_details": {"reasoning_tokens": 166}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 255, "prompt_tokens": 639, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 853}}
{"key": "9643c4f6db85cccfd6d5afc4871ba98ebe8ed11cfae1149b0b665b70aa38b757", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cut custom integration work across our thirty PLC/SCADA vendors, and the faster query latency justifies the higher per-site price.\"}", "sample": 0, "usage": {"completion_tokens": 148, "completion_tokens_details": {"reasoning_tokens": 107}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 486, "prompt_tokens": 486, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 634}}
{"key": "b969bcca5ddac9dd3c65d1181436c67661b652a2532124b3f7f4957954205ab0", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 20, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 15, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 295, "completion_tokens_details": {"reasoning_tokens": 238}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 975}}
{"key": "1a6caeac6fdf9c733f5090a1ba38942a00a0ef8eacf99903c1af0b755ac612ff", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Cheaper option with better claimed latency; a hands-on trial of both on our own data will confirm the speed and whether OPC UA covers my missing connectors.\"}", "sample": 0, "usage": {"completion_tokens": 132, "completion_tokens_details": {"reasoning_tokens": 83}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 327, "prompt_tokens": 711, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 843}}
{"key": "b28394f2430f6d96ca1116b32a585cf3a3de1c74a15ba3159f3aad13afb827cd", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Connector coverage for our 30 vendors outweighs latency; both are sub-2s, but I'd trial Corvel against our real tag base first.\"}", "sample": 0, "usage": {"completion_tokens": 166, "completion_tokens_details": {"reasoning_tokens": 111}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 326, "prompt_tokens": 710, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 876}}
{"key": "b6007c58debd8b88a9b5e3baf7430f55c2323b8eaf04c2781cc577cd9990bbd9", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":45,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 267, "completion_tokens_details": {"reasoning_tokens": 220}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 293, "prompt_tokens": 677, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 944}}
{"key": "3e9a8b811717c09a11868a7be92f776f8e5e88d47fca515d2bdf7922d4042844", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":25,\"weight_price\":38,\"weight_support_and_uptime\":12,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 224, "completion_tokens_details": {"reasoning_tokens": 172}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 479, "prompt_tokens": 1119, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1343}}
{"key": "4aea48af4e0a3c9352d319222864abb09ef670b08beba3face55080120068041", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7k per site cheaper and has lower query latency; 46 native connectors plus OPC UA should cover our needs.\"}", "sample": 0, "usage": {"completion_tokens": 183, "completion_tokens_details": {"reasoning_tokens": 144}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 666}}
{"key": "bdfecc66366d9cc126517f8609d2cb3e7d3a26993e095e8ea35ed8283042d91f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 35, \"weight_price\": 30, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 470, "completion_tokens_details": {"reasoning_tokens": 405}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 424, "prompt_tokens": 1064, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1534}}
{"key": "968b89a527f4034d24dc71aee3863e11b7218ada0e61e9f0d0e2041df44d04a3", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 20, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 102, "completion_tokens_details": {"reasoning_tokens": 37}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 425, "prompt_tokens": 1065, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1167}}
{"key": "62d98462c2e300cedcaa78a838bf96111c0c2bccadfd1e4fbcd04f4cba6e1add", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard's 0.4s latency on identical hardware, directly fixing our operators' main complaint, at lower cost; Corvel's trial already showed us the slow trends, so trial Halvard before signing.\"}", "sample": 0, "usage": {"completion_tokens": 223, "completion_tokens_details": {"reasoning_tokens": 152}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 378, "prompt_tokens": 762, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 985}}
{"key": "20e6b6c292823dae00035c5c16013dba0f0a3bb846e8497243de346d2e4b449e", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"No new evidence; validate connectors and latency hands-on before a five-site commitment.\"}", "sample": 0, "usage": {"completion_tokens": 608, "completion_tokens_details": {"reasoning_tokens": 570}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 253, "prompt_tokens": 637, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1245}}
{"key": "57a8cac1e6105d88eb9330866a79cc552a16721db26caea4a26d83a0bf12339f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":45,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 83, "completion_tokens_details": {"reasoning_tokens": 30}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 412, "prompt_tokens": 1052, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1135}}
{"key": "878c5f4e9745c59908745a6c32aa2323c142b32fd322ddc0d6c847b3a5ecf144", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent data confirms the same trade-off; 140 connectors still beats latency for our thirty-vendor mix, so I'd trial Corvel to verify coverage of our specific PLCs.\"}", "sample": 0, "usage": {"completion_tokens": 215, "completion_tokens_details": {"reasoning_tokens": 156}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 241, "prompt_tokens": 753, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 968}}
{"key": "ea710cdc4cc2899f56581899b618eefac1c1725c33810f60aeccd452219fe910", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent testing confirms Corvel's 0.4 s trends \u2014 the fix for our operators' main complaint \u2014 though I'd validate it on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 256, "completion_tokens_details": {"reasoning_tokens": 199}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 375, "prompt_tokens": 759, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1015}}
{"key": "c19b389905aac6944ae49d550f8401e79d75dfe3bb38cf254952bc55c057779b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 35, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 15, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 424, "completion_tokens_details": {"reasoning_tokens": 367}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1103}}
{"key": "8464fb203e253a72eb500b8177c42477e23e852b54ff08bb5d8efb143342b6fa", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 187, "completion_tokens_details": {"reasoning_tokens": 122}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 538, "prompt_tokens": 1178, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1365}}
{"key": "c17715ad337a051b32e5ba371943513e47cd291e9b70aeefdac9917a0975902d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 297, "completion_tokens_details": {"reasoning_tokens": 240}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 293, "prompt_tokens": 677, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 974}}
{"key": "1b07db1bc6c3a567daa57bacb12e7241ef094ae08f7cc2ed1e74b6e97f105d2b", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"The independent test confirms the $7k cheaper option is real; 1.9 s is likely acceptable, and a trial can verify our connectors and latency.\"}", "sample": 0, "usage": {"completion_tokens": 697, "completion_tokens_details": {"reasoning_tokens": 645}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 372, "prompt_tokens": 756, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1453}}
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{"key": "9ea9ec60eeaa354223a3265513034cf5586ace4bdf6ec650e41e5857eca8a74e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 175, "completion_tokens_details": {"reasoning_tokens": 110}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1241}}
{"key": "1acfb7e746920f4643c78040b7a824b9285a15973bc109c5e2132bc3b25ad582", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its broader native connector coverage best fits our thirty-vendor plant and reduces custom integration work, which outweighs the higher price and slower trend latency.\"}", "sample": 0, "usage": {"completion_tokens": 255, "completion_tokens_details": {"reasoning_tokens": 215}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 739}}
{"key": "dd2bd97d2f4b4ec7459fc9c993c768125e5c6fd6a5f93e1a5e6c03127484fdce", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 293, "completion_tokens_details": {"reasoning_tokens": 236}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 975}}
{"key": "ce29775ecc2336ff0695b9d2f9dae24297bab2ef19143ac341cc04d3d0503fad", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Neither\",\"why\":\"We have already run Halvard hands-on for months and its latency addresses our operators' complaint at the lower price, so no further trial is needed before signing.\"}", "sample": 0, "usage": {"completion_tokens": 243, "completion_tokens_details": {"reasoning_tokens": 194}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 266, "prompt_tokens": 650, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 893}}
{"key": "a1ee9bbeb5f2f729644bf1c2f9abe4f846f51c760cf1eaff2f95ac39743a4bbe", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 24, \"weight_price\": 33, \"weight_support_and_uptime\": 15, \"weight_other\": 8, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 211, "completion_tokens_details": {"reasoning_tokens": 146}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 489, "prompt_tokens": 1129, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1340}}
{"key": "fdb22fb1c6f6491dd857f8ad107c234a34964747af25a8467c0af6fb94c3c94b", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel's far broader native connector coverage cuts integration work across our thirty vendors, and its latency figure is already better; I would still benchmark both on our own hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 346, "completion_tokens_details": {"reasoning_tokens": 294}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 335, "prompt_tokens": 719, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1065}}
{"key": "37277ff8638ae9279706571da5116222eeaeede34f3edeea052cf4b2d57b28df", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty-vendor mix, avoiding custom integration work.\"}", "sample": 0, "usage": {"completion_tokens": 101, "completion_tokens_details": {"reasoning_tokens": 70}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 585}}
{"key": "5b54d877d8e49bdc29d8e75156be725943751e234264ccf96af5d06509c35d42", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 50, \"weight_price\": 15, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 144, "completion_tokens_details": {"reasoning_tokens": 79}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 428, "prompt_tokens": 1068, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1212}}
{"key": "e150400d0bbaa2bab9d9661933362fb2aca803048850a9108beed8d05c633350", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 42, \"weight_connector_coverage\": 13, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 3, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 83, "completion_tokens_details": {"reasoning_tokens": 18}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1263}}
{"key": "81d3dbb9de53791f8ecee82572d8d169ad57e6db493003238205416a3667fc16", "model": "deepseek-flash", "reply": "{\"type\": \"json_object\", \"weight_query_latency\": 50, \"weight_connector_coverage\": 22, \"weight_price\": 13, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 177, "completion_tokens_details": {"reasoning_tokens": 105}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 496, "prompt_tokens": 1136, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1313}}
{"key": "38b84c2ac2b4d1cf5f5267867357dfde9d9d6450aef12f0e2b77ce96708d64aa", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still $7k/site cheaper; run a hands-on trial to confirm 1.9 s latency is acceptable for operators.\"}", "sample": 0, "usage": {"completion_tokens": 269, "completion_tokens_details": {"reasoning_tokens": 223}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 339, "prompt_tokens": 723, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 992}}
{"key": "cc7d64c35ecc77e5cb2ed4ad7fd284cdcaa9c38fd2e5bd02eac3eca211baf3ec", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":13,\"weight_connector_coverage\":19,\"weight_price\":37,\"weight_support_and_uptime\":15,\"weight_other\":16,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 175, "completion_tokens_details": {"reasoning_tokens": 123}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 411, "prompt_tokens": 1051, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1226}}
{"key": "e68b1953f9aa0ef0b5965215227476ac4dbd620596104c68397237d31b53e1fc", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7,000 per site cheaper and meets our needs with OPC UA for non-native systems.\"}", "sample": 0, "usage": {"completion_tokens": 174, "completion_tokens_details": {"reasoning_tokens": 140}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 654}}
{"key": "1a3dd8311920c676106a8db093df08dd38b516f6322728087be7e2b4e034e1d7", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 190, "completion_tokens_details": {"reasoning_tokens": 125}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 427, "prompt_tokens": 1067, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1257}}
{"key": "ed3627fc39e657574f5ae621b839603e7d4bfd0b4fe5e5caa8e8402ba319af59", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent testing confirms Halvard's latency edge on identical hardware, which is our operators' core pain, at lower cost; our expiring trial just needs validating on our own tags.\"}", "sample": 0, "usage": {"completion_tokens": 196, "completion_tokens_details": {"reasoning_tokens": 140}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 380, "prompt_tokens": 764, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 960}}
{"key": "a2677d67c9ebef1add52693d84bfba979c18aa6ae5ef768123bbcd5972260988", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"No new information changes the connector-coverage advantage; I would trial Corvel to validate its integration fit before signing.\"}", "sample": 0, "usage": {"completion_tokens": 218, "completion_tokens_details": {"reasoning_tokens": 177}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 265, "prompt_tokens": 649, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 867}}
{"key": "268b32fa7f31e268a0bd5d33d5efe2ccc87fdaeac5c8632a32307ef10419b836", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Cheaper by $35k/year across five sites, and 1.9 s p95 latency is adequate for plant trending.\"}", "sample": 0, "usage": {"completion_tokens": 226, "completion_tokens_details": {"reasoning_tokens": 188}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 706}}
{"key": "633355bf3d8eadd4b627423cf3f361f5088e9e93a45ade392d3a534b44413985", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 12, \"weight_connector_coverage\": 48, \"weight_price\": 15, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 228, "completion_tokens_details": {"reasoning_tokens": 163}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 542, "prompt_tokens": 1182, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1410}}
{"key": "cd7732fbb5071b8684f50966ba17b44284f0e9c5797f226f1edb5ba060a267a3", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Much faster trend queries, the operators' main complaint, at lower cost.\"}", "sample": 0, "usage": {"completion_tokens": 105, "completion_tokens_details": {"reasoning_tokens": 78}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 587}}
{"key": "dd6a8c384c57ea1bf1ad10c6c27fecbbdb5151c9609902ef3c0640af927556b9", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 12, \"weight_price\": 20, \"weight_support_and_uptime\": 8, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 198, "completion_tokens_details": {"reasoning_tokens": 133}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1331}}
{"key": "e205436a7b9110633c91956ba19b07e2f5fbb1f2fabd56118bf33fbf3973606b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 25, \"weight_connector_coverage\": 25, \"weight_price\": 25, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -1, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 453, "completion_tokens_details": {"reasoning_tokens": 388}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 492, "prompt_tokens": 1132, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1585}}
{"key": "a875e68e785e9e1fc1afacce025c2fb7b2a75fc30961539928fabe9ca70ed3ac", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 33, \"weight_connector_coverage\": 14, \"weight_price\": 27, \"weight_support_and_uptime\": 15, \"weight_other\": 11, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 422, "completion_tokens_details": {"reasoning_tokens": 357}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1488}}
{"key": "9d1e75f113b411ecb82b3e531db0c2bf2693604be9b4ac5790fe7311f323e698", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Cheaper and faster; trial it on our hardware and tags to verify the 0.4 s claim before signing.\"}", "sample": 0, "usage": {"completion_tokens": 491, "completion_tokens_details": {"reasoning_tokens": 447}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 330, "prompt_tokens": 714, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1205}}
{"key": "58eee9c33554a69cab4930db972d2e2a7681ba7f093c958c6f71d3c0eceb2c1f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 17, \"weight_connector_coverage\": 40, \"weight_price\": 23, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 161, "completion_tokens_details": {"reasoning_tokens": 96}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 541, "prompt_tokens": 1181, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1342}}
{"key": "8d5cc7eb4468576914ebb304a6b6b5f871365be6e8a3c98f96ec447227a5c5b2", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still cheaper and faster; trial it to confirm connector coverage and real query performance before signing.\"}", "sample": 0, "usage": {"completion_tokens": 164, "completion_tokens_details": {"reasoning_tokens": 126}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 255, "prompt_tokens": 639, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 803}}
{"key": "e76d46d226e6d458375d61b7a31505253c0eb5b1c4a66f208f2574295f29b637", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Latency is still the main operator complaint, so I\u2019d validate Corvel\u2019s p95 claim in a hands-on trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 908, "completion_tokens_details": {"reasoning_tokens": 861}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 263, "prompt_tokens": 647, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1555}}
{"key": "0cc0f97892ca1a5756846078a1cfe50819c72e67fef8581b87d40b7a02f3fe87", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":20,\"weight_price\":35,\"weight_support_and_uptime\":15,\"weight_other\":15,\"relative_preference\":2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 228, "completion_tokens_details": {"reasoning_tokens": 176}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 525, "prompt_tokens": 1165, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1393}}
{"key": "bbbb361a83bb89293837447317762d189183208510f97ae54b1d94e5f4ed5814", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Sub-second trends fix our operators' main complaint, and the extra cost per site is small against that.\"}", "sample": 0, "usage": {"completion_tokens": 109, "completion_tokens_details": {"reasoning_tokens": 74}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 591}}
{"key": "9449e90f018fc3afafdadb7234483a9c6d58031337b916fc9c93826aae3b4eea", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still the cheaper option by a wide margin, and a hands-on trial can confirm its latency and connectors are sufficient before signing.\"}", "sample": 0, "usage": {"completion_tokens": 180, "completion_tokens_details": {"reasoning_tokens": 135}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 259, "prompt_tokens": 643, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 823}}
{"key": "8140d567996300df48935c77298267fe52b375ca960f6584e7efe12c07b8e2be", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 35, \"weight_connector_coverage\": 15, \"weight_price\": 25, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 113, "completion_tokens_details": {"reasoning_tokens": 48}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1293}}
{"key": "93288a620cac6b7b541a72db76ba03ee841a2f3f7957c893fe6c0ff2c0af3f47", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 40, \"weight_price\": 15, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 538, "completion_tokens_details": {"reasoning_tokens": 481}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 299, "prompt_tokens": 683, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1221}}
{"key": "b64561e2d2a9bd74c41ea4ef345af376fde8d52f7dc8597597c5e4a1381b9706", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Their 0.4 s is a vendor-measured figure on reference hardware; I want both systems timed on our own tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 264, "completion_tokens_details": {"reasoning_tokens": 216}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 333, "prompt_tokens": 717, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 981}}
{"key": "6c558960f8a4df407798af7cb86f4efb3c6251b2dbc93e4aa9f88d098f444af8", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Nothing changed; connector breadth still wins, but I'd validate Corvel hands-on before signing since only Halvard has been trialled.\"}", "sample": 0, "usage": {"completion_tokens": 500, "completion_tokens_details": {"reasoning_tokens": 455}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 256, "prompt_tokens": 640, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1140}}
{"key": "6b432b0369362a25800d3f1a26821f9c56132c958f48ac1448a8e86d7bc1342a", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover our ~30-vendor mix with far less custom integration, and we already have a Corvel trial.\"}", "sample": 0, "usage": {"completion_tokens": 190, "completion_tokens_details": {"reasoning_tokens": 152}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 674}}
{"key": "52f89d6af0663ac1a2425f6d64e851225b55500216d4276690fc4c4a970e1935", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":20,\"weight_price\":30,\"weight_support_and_uptime\":20,\"weight_other\":10,\"relative_preference\":1}", "sample": 0, "usage": {"completion_tokens": 458, "completion_tokens_details": {"reasoning_tokens": 412}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1138}}
{"key": "1cad489aa9288139db4cbc29a04721d2fb37b262b850384a2454814a594c4201", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 15, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 290, "completion_tokens_details": {"reasoning_tokens": 225}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 495, "prompt_tokens": 1135, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1425}}
{"key": "7039a0d2b494d5136543a3346fbecdd9865edb8f767d58133275d2d76b06c7b9", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Halvard still leads on trend speed and price, but I\u2019d trial both to verify real-world latency and connector fit.\"}", "sample": 0, "usage": {"completion_tokens": 285, "completion_tokens_details": {"reasoning_tokens": 243}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 250, "prompt_tokens": 634, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 919}}
{"key": "0456737081c2a6fffdcf9bae43a48f62295d133edc9a67c6f7db82191410c178", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms it is as fast as claimed and $7,000 per site cheaper; I would trial it to verify our older PLCs work via OPC UA.\"}", "sample": 0, "usage": {"completion_tokens": 175, "completion_tokens_details": {"reasoning_tokens": 121}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 241, "prompt_tokens": 753, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 928}}
{"key": "fc5e6b12b31b57c4ec8aba727f753e96a76ce931794626dd38284fa21efb5dde", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 40, \"weight_price\": 15, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 117, "completion_tokens_details": {"reasoning_tokens": 52}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 428, "prompt_tokens": 1068, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1185}}
{"key": "4d330dfd46161b0ea8b4f171278e0167e71692303c6a431276c6d9b388aca330", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms Corvel\u2019s 0.4 s trend speed, which directly addresses our operators\u2019 main complaint; I\u2019d still trial it hands-on on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 195, "completion_tokens_details": {"reasoning_tokens": 138}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 377, "prompt_tokens": 761, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 956}}
{"key": "d0a427883f657ce3f331bdbb2f8f629b4b4ddc422c9a76790e6fcaeb7b99b374", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 1}", "sample": 0, "usage": {"completion_tokens": 307, "completion_tokens_details": {"reasoning_tokens": 250}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 987}}
{"key": "6dedbf92fbb976b563c2026ec03811fed6360bc53db8b61219837331f857cbdd", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"The independent test confirms both vendors' claims, so Corvel's 140 native connectors still cut the most custom integration work across our thirty-vendor mix; I'd trial Corvel to validate the connectors before signing.\"}", "sample": 0, "usage": {"completion_tokens": 120, "completion_tokens_details": {"reasoning_tokens": 59}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 242, "prompt_tokens": 754, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 874}}
{"key": "32a794d6806bfb1630cf0ef033a7073ef475d7fcd87b1948f759ff5c7adf3779", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":18,\"weight_connector_coverage\":20,\"weight_price\":33,\"weight_support_and_uptime\":15,\"weight_other\":14,\"relative_preference\":2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 315, "completion_tokens_details": {"reasoning_tokens": 263}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 478, "prompt_tokens": 1118, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1433}}
{"key": "64d39f94edbe7f0a0d45e3e0201b9d10fa8ff472e5c7d1199dfb4b7a749f8123", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 38, \"weight_price\": 22, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 377, "completion_tokens_details": {"reasoning_tokens": 312}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 494, "prompt_tokens": 1134, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1511}}
{"key": "2dc0b9621740a5d38318ce546243a68d5c25dc85d679142011fd3b0183fbca44", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Corvel's connector coverage fits our vendor mix, but Halvard is 5x faster and $7k/site cheaper, so I need hands-on proof of Halvard's integration effort and Corvel's real latency before signing.\"}", "sample": 0, "usage": {"completion_tokens": 117, "completion_tokens_details": {"reasoning_tokens": 53}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 263, "prompt_tokens": 647, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 764}}
{"key": "2303f743589bd5832024d5028c49da905582040b580e7f5067c3319ef87cd4a7", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 38, \"weight_connector_coverage\": 12, \"weight_price\": 25, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 242, "completion_tokens_details": {"reasoning_tokens": 177}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1375}}
{"key": "72cdf8dd56ec141a6b99312f59766ddc076f58bd98b7cceef9e38d8a0461cf2a", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms the fast trend queries we need, at lower cost; 46 connectors plus OPC UA covers our two sites.\"}", "sample": 0, "usage": {"completion_tokens": 113, "completion_tokens_details": {"reasoning_tokens": 67}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 236, "prompt_tokens": 748, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 861}}
{"key": "3d1b3cb0097aaff12169994c31ad4673208511f4d3f06841de9558e4cfd54cbf", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Still the latency gap that matters most to operators; 1.9 s p95 would just reproduce their complaint, and the price delta is modest for two sites.\", \"trial\": \"Corvel Stream\"}", "sample": 0, "usage": {"completion_tokens": 247, "completion_tokens_details": {"reasoning_tokens": 192}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 258, "prompt_tokens": 642, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 889}}
{"key": "3ee55fbacdc7f7549178019e38e4cfb1c9ed831fc62acdc061db7b2f8f64ddf7", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Its 140 native connectors cut custom integration across our ~30 vendor systems, and it is already in trial with proven latency.\"}", "sample": 0, "usage": {"completion_tokens": 159, "completion_tokens_details": {"reasoning_tokens": 120}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 643}}
{"key": "8ac3eada8f95eec196e6e2ae7d8d736f2abfcab0bb385c499ece07d6d8ebdc36", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 40, \"weight_price\": 15, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 123, "completion_tokens_details": {"reasoning_tokens": 58}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 542, "prompt_tokens": 1182, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1305}}
{"key": "803693d3e4080a4b92cd1e848dff90a1549ffe4275e750034e9779f78b2ad596", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 109, "completion_tokens_details": {"reasoning_tokens": 44}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 425, "prompt_tokens": 1065, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1174}}
{"key": "fffb11d8b4c9039370217125042a4d46b52ea52c2b89e3dacb7f7d6bb035944b", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Halvard is still $7k/site cheaper; I'll trial both to verify the latency claim on our own hardware and tags.\"}", "sample": 0, "usage": {"completion_tokens": 118, "completion_tokens_details": {"reasoning_tokens": 74}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 194, "prompt_tokens": 706, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 824}}
{"key": "15f7a6591f7e7314e6ee1f990b0f9c6fd70325d3d6b1e5d1c6af5ee147c54dd7", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Both latencies are usable; connector coverage decides, but I'll verify Corvel's 0.4 s claim on our own tags.\"}", "sample": 0, "usage": {"completion_tokens": 171, "completion_tokens_details": {"reasoning_tokens": 125}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 195, "prompt_tokens": 707, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 878}}
{"key": "b6b53ad93ec64e8ed5f3e512ec64fb01fa5cc6960ea1331c3ea440230bb63f14", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Fastest trend queries at 0.4 s, lower price, and we already have a trial running.\"}", "sample": 0, "usage": {"completion_tokens": 105, "completion_tokens_details": {"reasoning_tokens": 71}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 588}}
{"key": "40c474b48d001377b1eb1fd7c13764b564a8f20dfb4e176185b1a9e85a8f0012", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Operator trend speed remains decisive; Corvel\u2019s 0.4 s p95 advantage is large, but I\u2019d verify both on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 244, "completion_tokens_details": {"reasoning_tokens": 194}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 330, "prompt_tokens": 714, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 958}}
{"key": "7dd3d98ee750268eb062f01d9967cf8e504e73e5525d24230091ac8d186a563d", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7k per site cheaper, meets our latency needs, and OPC UA covers any missing connectors.\"}", "sample": 0, "usage": {"completion_tokens": 112, "completion_tokens_details": {"reasoning_tokens": 77}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 478, "prompt_tokens": 478, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 590}}
{"key": "96c874b59b890d5abbf4cd7f8c8b66d80e8d5e983c98543a6339d7258c70def3", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Lower cost per site fits tight budget; 1.9 s latency and 46 connectors are adequate for our plants.\"}", "sample": 0, "usage": {"completion_tokens": 181, "completion_tokens_details": {"reasoning_tokens": 145}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 478, "prompt_tokens": 478, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 659}}
{"key": "425006aae5d71a5bdd202a33f59a1d3e0d321a3cf7542641ef8156e4124f42a5", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent testing confirms the sub-second trends our operators need; a hands-on trial is just to validate real shift workflows before signing.\"}", "sample": 0, "usage": {"completion_tokens": 128, "completion_tokens_details": {"reasoning_tokens": 80}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 372, "prompt_tokens": 756, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 884}}
{"key": "6aa5b767ed3e1094de01bc75a291e6501a5c6a8d57dba3e4b2be5e3d014b353f", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Independent data confirms the latency gap is real, but 1.9 s p95 is acceptable for plant trending and $35k/year extra needs hard proof; trial both on our own tags and PLC mix.\"}", "sample": 0, "usage": {"completion_tokens": 494, "completion_tokens_details": {"reasoning_tokens": 435}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1251}}
{"key": "477231f705cb940fa47480b82f9b5830d40227664ce9404752fad0adc25816da", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 22, \"weight_connector_coverage\": 38, \"weight_price\": 15, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 204, "completion_tokens_details": {"reasoning_tokens": 139}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 495, "prompt_tokens": 1135, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1339}}
{"key": "dc89059c18b061ac7e89340a78ee7dcd478445db0f61c9774e85602059b4262c", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"The independent test confirms Corvel's much broader native connector coverage, which matters most across our thirty vendors; I would trial it hands-on to validate actual integration effort before signing.\"}", "sample": 0, "usage": {"completion_tokens": 853, "completion_tokens_details": {"reasoning_tokens": 800}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 379, "prompt_tokens": 763, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1616}}
{"key": "2e925f7499a9c1ffc82198874a4db95f1826a59b05a7423e4a43740d103c0d71", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 27, \"weight_price\": 33, \"weight_support_and_uptime\": 12, \"weight_other\": 10, \"relative_preference\": 1, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 220, "completion_tokens_details": {"reasoning_tokens": 155}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 539, "prompt_tokens": 1179, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1399}}
{"key": "a3ee324be592f693ab11ba6db0c7fd6699c8ae59a1ab5d70a9e2e94525fa7003", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test matches vendor claims, so nothing changes: with ~30 vendors the 140 native connectors outweigh Halvard's latency and price edge; I'd trial Corvel to confirm our odd PLCs connect natively.\"}", "sample": 0, "usage": {"completion_tokens": 344, "completion_tokens_details": {"reasoning_tokens": 283}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 377, "prompt_tokens": 761, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1105}}
{"key": "19775fee1026152494d1354d0690cb7746502deabbbeb282f4903ccb4cbc729b", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Latency gap decides it, but I'd trial both on our own hardware and tags to verify the claims and connector coverage.\"}", "sample": 0, "usage": {"completion_tokens": 270, "completion_tokens_details": {"reasoning_tokens": 228}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 189, "prompt_tokens": 701, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 971}}
{"key": "1c868cb38068e6c25df3ecbf139d8bfe04c5d5a29c11eee498c972ec3c32b009", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Nothing changed my view: 140 native connectors and 0.4 s latency beat $7k/site savings, but I would run Halvard alongside my existing Corvel trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 323, "completion_tokens_details": {"reasoning_tokens": 263}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 264, "prompt_tokens": 648, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 971}}
{"key": "5324ac0c77bf413d026a11097b9c2fb42bbea3f1fb6eef94038caadaaec52502", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 784, "completion_tokens_details": {"reasoning_tokens": 727}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1465}}
{"key": "1578d01ba2c96b34d069b836609d22e1b5d545459ae96c0416187be0c518911d", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Halvard's own figure is nearly five times slower, and latency is exactly what my operators complain about; still, I'd benchmark both on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 126, "completion_tokens_details": {"reasoning_tokens": 71}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 325, "prompt_tokens": 709, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 835}}
{"key": "a2061f6b693009c876fe69aa60b4556c8606c6835cf571b838498b7ae6c013b1", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still the cheaper option that meets our needs; a short trial should confirm connector coverage and migration from the legacy historian.\"}", "sample": 0, "usage": {"completion_tokens": 170, "completion_tokens_details": {"reasoning_tokens": 127}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 254, "prompt_tokens": 638, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 808}}
{"key": "a31003ab6336bb5d48c044eacf4937c906bbd9288370fdba12b66a16858ca986", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 30, \"weight_price\": 35, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 366, "completion_tokens_details": {"reasoning_tokens": 309}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 293, "prompt_tokens": 677, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1043}}
{"key": "1f26872082f9b4c2364bb04f2492e4ef6d4a31898b2241ef15f7f06b4a64cd78", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":20,\"weight_price\":35,\"weight_support_and_uptime\":20,\"weight_other\":10,\"relative_preference\":1,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 721, "completion_tokens_details": {"reasoning_tokens": 669}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 414, "prompt_tokens": 1054, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1775}}
{"key": "930a0c96d243b8558bce63ab1487444767af3590fed656a2199375dfa1b81e01", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 0.4 s p95 trend latency directly fixes our operators' main complaint about slow trend screens.\"}", "sample": 0, "usage": {"completion_tokens": 158, "completion_tokens_details": {"reasoning_tokens": 125}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 641}}
{"key": "1987c12d7c77ed63e0df9eb1c4bcc48cc266a8e9a99be53f50ceacbbc0695a9f", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Cheaper option fits budget; trial to confirm latency and connectors are sufficient.\"}", "sample": 0, "usage": {"completion_tokens": 234, "completion_tokens_details": {"reasoning_tokens": 199}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 255, "prompt_tokens": 639, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 873}}
{"key": "d22fdb8793a0824c8d8d79e69518acbaad23d94a249d816ed359809e3f91f149", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":40,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-3}", "sample": 0, "usage": {"completion_tokens": 325, "completion_tokens_details": {"reasoning_tokens": 278}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1006}}
{"key": "9e2b688f5633e0ed516f18fdf01a92add5b445f6e41d976e522706fff928e0c6", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Halvard's own pitch makes latency the deciding factor; I need to verify 1.9 s vs 0.4 s on our tags and hardware before justifying $35k/year more to finance.\"}", "sample": 0, "usage": {"completion_tokens": 212, "completion_tokens_details": {"reasoning_tokens": 154}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 326, "prompt_tokens": 710, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 922}}
{"key": "c4cee4a7950f3e1b8e29c1a3e1357e56e5c60262e04339a90514f84ab27c0400", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still faster trend queries and cheaper; extend the existing trial to confirm operator experience before signing.\"}", "sample": 0, "usage": {"completion_tokens": 337, "completion_tokens_details": {"reasoning_tokens": 299}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 258, "prompt_tokens": 642, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 979}}
{"key": "4f698f461cececa27b8cc7ac9f945e60b45dad867397774b9deece9d4f3b8e49", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 30, \"weight_price\": 35, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 95, "completion_tokens_details": {"reasoning_tokens": 30}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 422, "prompt_tokens": 1062, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1157}}
{"key": "c8148cd8b1210b65bf8eab7bbcafef17dc02490d9c67b1e9b3f0d81e62c1b10d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":35,\"weight_connector_coverage\":20,\"weight_price\":25,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 428, "completion_tokens_details": {"reasoning_tokens": 381}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1109}}
{"key": "9379ee4da2243c6bcc30d6bdea2cdda1f1dffda82cadcb3bfc1f150e7587ee9e", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard is cheaper and faster; the connector gap is covered by OPC UA, so a hands-on trial is the last check.\"}", "sample": 0, "usage": {"completion_tokens": 115, "completion_tokens_details": {"reasoning_tokens": 65}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 240, "prompt_tokens": 752, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 867}}
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{"key": "07956ce11ddda77ef996667d219bbe0405b80026c38664923cd33824649bda71", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms Corvel's speed and 140 connectors, which cut integration work across our thirty vendors; I'd trial it hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 82, "completion_tokens_details": {"reasoning_tokens": 34}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 371, "prompt_tokens": 755, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 837}}
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{"key": "b666f86d4b7c01b5ae2251a807813fa826ec255cba23eb4eef8fe2e9df5c9254", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Halvard Historian\", \"why\": \"Latency claim drives the call, so validate it hands-on; Corvel trial already gives us its side.\"}", "sample": 0, "usage": {"completion_tokens": 204, "completion_tokens_details": {"reasoning_tokens": 157}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 253, "prompt_tokens": 637, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 841}}
{"key": "91640ea1f16870f7a9223043c898ea9eed39b23cefe3afcf9ecc47e2e82c42aa", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Cheaper with lower latency; trial expiring forces decision.\"}", "sample": 0, "usage": {"completion_tokens": 203, "completion_tokens_details": {"reasoning_tokens": 176}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 686}}
{"key": "ddf817fbad808022ae3fd8b4759a74ba007cc9c256643cd32b9a5fe26f6c9d90", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Still the cheaper adequate option; trial it before signing to confirm fit.\"}", "sample": 0, "usage": {"completion_tokens": 309, "completion_tokens_details": {"reasoning_tokens": 270}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 259, "prompt_tokens": 643, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 952}}
{"key": "a51a694f45beb98142fd35e6f507520688ecdac9f18164e4d44732f0c78a8f0c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":35,\"weight_connector_coverage\":15,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":20,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 398, "completion_tokens_details": {"reasoning_tokens": 351}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1078}}
{"key": "d267ff9c63b32e35f358fd09fdd46df075574625dadf1300d333411d6876fce3", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is the cheaper option and meets our needs; Corvel's extra speed and connectors do not justify the added cost under a tight budget.\"}", "sample": 0, "usage": {"completion_tokens": 198, "completion_tokens_details": {"reasoning_tokens": 158}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 681}}
{"key": "f6b5322fdea168700b4a6e5e9bea21e8ef4151b93c43ac4328c216ff2a4eb28b", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"The latency claim needs testing on our own tags, but 46 connectors versus 140 still means integration work, so both earn a trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 330, "completion_tokens_details": {"reasoning_tokens": 278}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 195, "prompt_tokens": 707, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1037}}
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{"key": "e3cc5e56e087c68bb42d92d66028d20fbf87000f477b19e50cb94e425931bfa2", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard is much faster and $7k/site cheaper; OPC UA covers the connector gap, so trial it before signing.\"}", "sample": 0, "usage": {"completion_tokens": 150, "completion_tokens_details": {"reasoning_tokens": 100}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 907}}
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{"key": "db41d45cafbe640eaf492a3ec4ef9b2c11f8b5c24ae22ef43ffe137a99c73dff", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Latency matters, but 140 native connectors cut integration work across our thirty vendors; I'll trial both to verify latency and connector claims on our own hardware.\"}", "sample": 0, "usage": {"completion_tokens": 168, "completion_tokens_details": {"reasoning_tokens": 120}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 324, "prompt_tokens": 708, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 876}}
{"key": "8ddd33897633307725ae1ce99a080f44837fb63ebafd992e8e472627a40914fd", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 22, \"weight_price\": 33, \"weight_support_and_uptime\": 15, \"weight_other\": 12, \"relative_preference\": 2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 366, "completion_tokens_details": {"reasoning_tokens": 301}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 534, "prompt_tokens": 1174, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1540}}
{"key": "fdfe8d5400ce3ab904afd96feb0aba4e6ba1b385110684ef15461267872c8e0f", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Still favor Corvel's broader native connector coverage, but I'd trial both to validate integration and query performance before signing.\"}", "sample": 0, "usage": {"completion_tokens": 176, "completion_tokens_details": {"reasoning_tokens": 136}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 260, "prompt_tokens": 644, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 820}}
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{"key": "c056c186af0c0d5e0cecb32011606436e403981358de84cdf68356a095b8723b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 38, \"weight_price\": 22, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 271, "completion_tokens_details": {"reasoning_tokens": 206}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1404}}
{"key": "c29eac0898d4efc970123fc1cd9c2591d1e51e1a1c7ac5bc16a43c3622492499", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 22, \"weight_connector_coverage\": 26, \"weight_price\": 32, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 391, "completion_tokens_details": {"reasoning_tokens": 326}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 420, "prompt_tokens": 1060, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1451}}
{"key": "7290f5ea0a803febb67bf13df8d64767cfa725bcd9e0d9f706d6d12331d4176c", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard's numbers are adequate; $7k/site/yr cheaper, so I'd trial Halvard before signing.\"}", "sample": 0, "usage": {"completion_tokens": 190, "completion_tokens_details": {"reasoning_tokens": 138}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 947}}
{"key": "62f1a680f8ba522960ddd1298ec7baebe2fb419350882267a03d5e272c860417", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":35,\"weight_connector_coverage\":15,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":20,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 186, "completion_tokens_details": {"reasoning_tokens": 133}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 415, "prompt_tokens": 1055, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1241}}
{"key": "a4ea63e22af6f822c59615837a7022037c02f3f9bc2915f3af0f109fc5f0102e", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent testing confirms Halvard is faster and cheaper; a hands-on trial will validate our connectors and operator experience.\"}", "sample": 0, "usage": {"completion_tokens": 246, "completion_tokens_details": {"reasoning_tokens": 199}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 239, "prompt_tokens": 751, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 997}}
{"key": "0249a3a861cc8660b59bb7126e48b4e95b7305f57043665fd66898003200c188", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Cheaper and lower latency; existing trial lets us validate before signing.\"}", "sample": 0, "usage": {"completion_tokens": 284, "completion_tokens_details": {"reasoning_tokens": 245}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 251, "prompt_tokens": 635, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 919}}
{"key": "698795eac0f033b3c33bf2ae27c6e810dd36d44428ac9c48d383ddc26ea7dd9e", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Independent test confirms Corvel's latency and connector lead, and cutting integration work across thirty vendors matters more than the $7k/site premium.\",\"trial\":\"Corvel Stream\"}", "sample": 0, "usage": {"completion_tokens": 93, "completion_tokens_details": {"reasoning_tokens": 46}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 374, "prompt_tokens": 758, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 851}}
{"key": "f8ecfa4d1559e809343c86cb271303c3c7377ceab97a7a7d58403c39e075318e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 15, \"weight_support_and_uptime\": 15, \"weight_other\": 15, \"relative_preference\": -1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 165, "completion_tokens_details": {"reasoning_tokens": 100}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1298}}
{"key": "b495509ede7e7c3ad76dbaa3d2063f29da9c432970b7cf5af017650cb41f98c0", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still cheaper and 4x faster, but I want the 0.4 s proven on our tags before finance signs.\"}", "sample": 0, "usage": {"completion_tokens": 103, "completion_tokens_details": {"reasoning_tokens": 58}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 326, "prompt_tokens": 710, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 813}}
{"key": "7a7da61315bc2be917a30f82c865bb709b936a1c3b303ed418a233a565ca501d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 265, "completion_tokens_details": {"reasoning_tokens": 208}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 947}}
{"key": "f99e2584e3dcfc34c26235012c15cfdce2c1d5b87c4424441bddcdba0e3a29c2", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"A vendor email shouldn't decide this; I'll benchmark both on my own tags and check Connector coverage against our thirty-vendor list.\"}", "sample": 0, "usage": {"completion_tokens": 187, "completion_tokens_details": {"reasoning_tokens": 142}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 194, "prompt_tokens": 706, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 893}}
{"key": "11b1171f641188fbc91d6780f4a477f982065f8d5264282a9f291088074ad12d", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is much faster for the trend queries operators rely on and costs less, with OPC UA covering any connector gaps.\"}", "sample": 0, "usage": {"completion_tokens": 161, "completion_tokens_details": {"reasoning_tokens": 125}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 481, "prompt_tokens": 481, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 642}}
{"key": "db8035a6b82235db2e764e9e05d174b39d93700b30ddd5f03ac8ab0dbf0cac9e", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"I need hands-on trend-query testing in our own environment before committing, given the price gap and our operators\u2019 latency complaint.\"}", "sample": 0, "usage": {"completion_tokens": 730, "completion_tokens_details": {"reasoning_tokens": 687}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 259, "prompt_tokens": 643, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1373}}
{"key": "364d507c161191f5d5520a10b875bc4639443eb1dc204f0ca94bad599135620c", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Operators' main complaint is slow trend screens, and Corvel's 0.4s p95 latency directly fixes that versus Halvard's 1.9s.\"}", "sample": 0, "usage": {"completion_tokens": 107, "completion_tokens_details": {"reasoning_tokens": 61}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 481, "prompt_tokens": 481, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 588}}
{"key": "d44be853bf1067c9fc60586b2c3321814571446a4bca9c64e293f9e4588e663d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 30, \"weight_connector_coverage\": 20, \"weight_price\": 30, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 3, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 176, "completion_tokens_details": {"reasoning_tokens": 111}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 534, "prompt_tokens": 1174, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1350}}
{"key": "18002e20c52490a89a32be8504a483e33a6ca4b0162f07a0ba04b840aa773769", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Neither\",\"why\":\"No new evidence justifies Corvel's higher price, and Halvard is already familiar from our trial and fits the tight budget.\"}", "sample": 0, "usage": {"completion_tokens": 368, "completion_tokens_details": {"reasoning_tokens": 326}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 264, "prompt_tokens": 648, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1016}}
{"key": "45a4bfd0d9b4366873b829b26d02b6b30e6df64f68bbcd73e30edb8c79f4cf5e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 35, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 304, "completion_tokens_details": {"reasoning_tokens": 239}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 492, "prompt_tokens": 1132, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1436}}
{"key": "7c5cd6e0a8e7430dfdee9ef6ba461d639c202680e95c6cb17caea93e45b123b1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":38,\"weight_connector_coverage\":15,\"weight_price\":17,\"weight_support_and_uptime\":10,\"weight_other\":20,\"relative_preference\":-2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 181, "completion_tokens_details": {"reasoning_tokens": 128}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 529, "prompt_tokens": 1169, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1350}}
{"key": "96bd6d79f2983ae4befdf7c1fde71671cc8cb58f9b8dd012534825106b86f304", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"140 native connectors still cut integration work across our thirty vendors, and Corvel's 0.4 s latency beats Halvard's; I'd trial both to validate on our hardware.\"}", "sample": 0, "usage": {"completion_tokens": 146, "completion_tokens_details": {"reasoning_tokens": 93}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 327, "prompt_tokens": 711, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 857}}
{"key": "b62229b624e082e9f71bae3f96732833f0180700d9c659ab8aa096ad22536668", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Their 0.4 s claim is vendor-measured, so I want to verify it on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 196, "completion_tokens_details": {"reasoning_tokens": 145}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 192, "prompt_tokens": 704, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 900}}
{"key": "0d91a87bbf9fc5f085929c4052ba2dd96bb90af076151c30ceca8c330ac1c12a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 136, "completion_tokens_details": {"reasoning_tokens": 71}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 427, "prompt_tokens": 1067, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1203}}
{"key": "b7833c3bf80d97996059c29980667f2a70b872774abaa1646f0c5453b7878759", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard is cheaper and faster; trial on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 192, "completion_tokens_details": {"reasoning_tokens": 149}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 237, "prompt_tokens": 749, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 941}}
{"key": "9189972df688700c417cd9eaa82909ad63735f8b2b3a1a2bfe58b9d6e6997d38", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Still $21k/year cheaper across three sites; trial will confirm 1.9s latency is acceptable for our operators.\"}", "sample": 0, "usage": {"completion_tokens": 314, "completion_tokens_details": {"reasoning_tokens": 264}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 326, "prompt_tokens": 710, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1024}}
{"key": "937c466b92067a97617b70b9a3d0210577308bdf44b79928c0fdd4eb39e97d2e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 545, "completion_tokens_details": {"reasoning_tokens": 488}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1227}}
{"key": "16c2ce84ead2f44426564949e39dc1ecf8e673404a15544bb44d58d8525926bd", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 27, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 430, "completion_tokens_details": {"reasoning_tokens": 365}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 487, "prompt_tokens": 1127, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1557}}
{"key": "9d64e6c0f2041a5edab526d5d2cb878eb9fbca0a3bd9a29c4383d9957338be59", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":20,\"weight_price\":30,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 341, "completion_tokens_details": {"reasoning_tokens": 295}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1021}}
{"key": "1d2619d9f958f665881d8a5eb646c73240870f5079182fbbf276039b85950496", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":37,\"weight_connector_coverage\":15,\"weight_price\":18,\"weight_support_and_uptime\":10,\"weight_other\":20,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 174, "completion_tokens_details": {"reasoning_tokens": 121}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 482, "prompt_tokens": 1122, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1296}}
{"key": "de96010a9fda34a7bb1cb97d6b1c3e134bf295a50e48902e3cf20740714cbc9a", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Speed is our top complaint and Halvard's stated latency is far better at lower cost; I'd verify its 0.4 s claim on our own tags first, since we already know how Corvel performs.\"}", "sample": 0, "usage": {"completion_tokens": 247, "completion_tokens_details": {"reasoning_tokens": 184}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 258, "prompt_tokens": 642, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 889}}
{"key": "6ffaf8e18f1af2ef83dfa20e869478084261d9b4c305938e25c737bd6c20f270", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 134, "completion_tokens_details": {"reasoning_tokens": 69}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 541, "prompt_tokens": 1181, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1315}}
{"key": "705e32dfb0217e291a1487c37be54a184ffe580f8c47afe6c1b7452509ce741e", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Halvard Historian\",\"why\":\"The lab confirms the latency gap is real, but 1.9 s may still satisfy operators and save us $35k a year across five sites, so I want a hands-on trial with our own operators before signing.\"}", "sample": 0, "usage": {"completion_tokens": 291, "completion_tokens_details": {"reasoning_tokens": 226}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1048}}
{"key": "616635fc21718e76983097eddbdea0446361c18f9832fea8139d67db1eb0e98a", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors sharply reduce custom integration across our many PLC and SCADA vendors, outweighing the higher price and still-acceptable query latency.\"}", "sample": 0, "usage": {"completion_tokens": 215, "completion_tokens_details": {"reasoning_tokens": 173}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 486, "prompt_tokens": 486, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 701}}
{"key": "e157480c4f7f216de3e964bb4d8b99310ad28949827341fc7ae2a531e1dd6305", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 350, "completion_tokens_details": {"reasoning_tokens": 293}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 293, "prompt_tokens": 677, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1027}}
{"key": "1d35b17e316aa5409c271f5f29e718a2af7fc6f312ec27ce3bbfbe3770d90918", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"The independent lab confirms both vendors' claims, so Corvel's speed and connector edge is real but not worth an extra $7k per site per year; I'll finish validating Halvard with the trial already running.\"}", "sample": 0, "usage": {"completion_tokens": 267, "completion_tokens_details": {"reasoning_tokens": 203}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 378, "prompt_tokens": 762, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1029}}
{"key": "5d328999b2a3a7040e8c945f478c7dcddfa1117aeb6ac2f7c1a9814c9f14cb06", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Latency is still our deciding issue, so I'd head-to-head both in our own plant before signing; the $7k/site saving on Halvard is only worth it if its trends feel fast enough to operators.\"}", "sample": 0, "usage": {"completion_tokens": 314, "completion_tokens_details": {"reasoning_tokens": 253}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 268, "prompt_tokens": 652, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 966}}
{"key": "af3437a909e4781e72dfb7b485717bfdcf0dca8ce39a6cbdeb6fb54cba6eaa9f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 28, \"weight_connector_coverage\": 23, \"weight_price\": 30, \"weight_support_and_uptime\": 10, \"weight_other\": 9, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 350, "completion_tokens_details": {"reasoning_tokens": 285}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 487, "prompt_tokens": 1127, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1477}}
{"key": "0c51774253cbf3d2604ec117eb6b5e5cecbacdfa2f1529215a61f7c0afd3deac", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 164, "completion_tokens_details": {"reasoning_tokens": 99}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 427, "prompt_tokens": 1067, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1231}}
{"key": "3cded55fa92832a512cf146c1b5ff6d99147b8ecb05e9e91a0e5f1303b6f7ae4", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":45,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-3}", "sample": 0, "usage": {"completion_tokens": 348, "completion_tokens_details": {"reasoning_tokens": 301}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 293, "prompt_tokens": 677, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1025}}
{"key": "3dc79e30119112b3f22956ade9afb5450a3cf50422c22be3ed6d20e8a8d628ab", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty vendor systems, cutting custom integration work; faster queries justify the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 154, "completion_tokens_details": {"reasoning_tokens": 117}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 486, "prompt_tokens": 486, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 640}}
{"key": "92451db5176611b08023239d5a950f4a7bfddced58240ca23d054000a20c7eb3", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":20,\"weight_price\":30,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 87, "completion_tokens_details": {"reasoning_tokens": 35}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 414, "prompt_tokens": 1054, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1141}}
{"key": "a6001d4c5dfed08cc1ab405ff01c4371d74b168b46047f75ef12a20734e0fafc", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 35, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 403, "completion_tokens_details": {"reasoning_tokens": 346}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 299, "prompt_tokens": 683, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1086}}
{"key": "ad9522ea0938128d4990bcd80f2b9a6a47564e8a2304d2d268dfe57130bf1ed2", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 38, \"weight_price\": 20, \"weight_support_and_uptime\": 14, \"weight_other\": 8, \"relative_preference\": -1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 136, "completion_tokens_details": {"reasoning_tokens": 71}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 494, "prompt_tokens": 1134, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1270}}
{"key": "2f6597366ded522e03e04771ac838ced825b31311a3313988abdf8bd568f909f", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7k cheaper, faster, and its 46 native connectors plus OPC UA are enough for one site.\"}", "sample": 0, "usage": {"completion_tokens": 138, "completion_tokens_details": {"reasoning_tokens": 101}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 620}}
{"key": "66b2483a3e95794ad9bbb25f13bef83603172b46379b0db671d8f66370a02bb5", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent testing confirms Halvard's speed and lower price, which directly addresses operator complaints; I've already lived with Corvel's sluggishness on trial, so I'd hands-on verify Halvard before signing.\"}", "sample": 0, "usage": {"completion_tokens": 144, "completion_tokens_details": {"reasoning_tokens": 83}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 372, "prompt_tokens": 756, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 900}}
{"key": "affadbc1310281996a25a6931b2e345d9bdabe507f3ff4b101b5d9e8a44849ff", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":20,\"weight_price\":35,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 282, "completion_tokens_details": {"reasoning_tokens": 236}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 962}}
{"key": "412e7feb71d2c5eed9b302aa366ee7b4af47e27da5e725889e6743c0156398f5", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Still cheaper and faster; validate latency on our hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 377, "completion_tokens_details": {"reasoning_tokens": 339}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 190, "prompt_tokens": 702, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1079}}
{"key": "eee0f467a0b165d5beaf9329e0dbe12ed6a5c4dd822145e3e5dd768c6468ed12", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":45,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-3,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 97, "completion_tokens_details": {"reasoning_tokens": 44}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 412, "prompt_tokens": 1052, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1149}}
{"key": "a3aa38e3d78484224edd0fa64ff4fffb99da5ca51d77a41c06a5796db5bd9679", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Corvel\u2019s latency figure is better, but I want hands-on trend performance verified on our tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 262, "completion_tokens_details": {"reasoning_tokens": 220}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 326, "prompt_tokens": 710, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 972}}
{"key": "57ecd13324b9a1426b57bd46fbfe154f62d0bbf6cac94b4ac1519cf41be47935", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 179, "completion_tokens_details": {"reasoning_tokens": 114}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 541, "prompt_tokens": 1181, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1360}}
{"key": "de0939e824c69a1cde48e171a999a5cf1ed7fd25a509a3c7f015ceb2d6bd5910", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":20,\"weight_price\":30,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":6}", "sample": 0, "usage": {"completion_tokens": 138, "completion_tokens_details": {"reasoning_tokens": 86}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 528, "prompt_tokens": 1168, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1306}}
{"key": "f9dfb687c065c689e4a9b02b704ecd6eb822a96aa6cf6dc7f97bcd96c8fd0b05", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 258, "completion_tokens_details": {"reasoning_tokens": 193}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 422, "prompt_tokens": 1062, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1320}}
{"key": "f879d9283c1f5a7c434d6c8073de580c489e2196358d07c9a0fcc9b2885164b5", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7,000 per site per year cheaper, and its 1.9 s p95 latency and 46 native connectors are adequate for a single-site replacement without a clear justification for the premium.\"}", "sample": 0, "usage": {"completion_tokens": 191, "completion_tokens_details": {"reasoning_tokens": 137}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 673}}
{"key": "d2f59df93f7c30a64c9adf0850ab5b3a3b19462b211edc7efe701b989db2edcb", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still cheaper and faster; a hands-on trial should confirm its connectors and latency before signing.\"}", "sample": 0, "usage": {"completion_tokens": 139, "completion_tokens_details": {"reasoning_tokens": 101}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 260, "prompt_tokens": 644, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 783}}
{"key": "2a7f15c5b2381dd0e600e7a405b794aea08cd2e9696a762ac9ff0641b85444b3", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Its much lower query latency directly addresses operators' slow trend-screen complaints, and it costs less.\"}", "sample": 0, "usage": {"completion_tokens": 127, "completion_tokens_details": {"reasoning_tokens": 96}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 610}}
{"key": "a84867b27218559d9cbd944f57309ec424c3c9bbf9daeb23a8b6ac3d0326dd59", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Neither\",\"why\":\"Independent test confirms Corvel is ~4.75x faster on trend queries, which is exactly my operators' main complaint, and I've already had hands-on with it via the trial licence.\"}", "sample": 0, "usage": {"completion_tokens": 345, "completion_tokens_details": {"reasoning_tokens": 290}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 382, "prompt_tokens": 766, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1111}}
{"key": "5ad8aa4a607b04513c57f3fd99c7b095c65d48f60828f960b6cb374ebc92f4a7", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 33, \"weight_connector_coverage\": 21, \"weight_price\": 21, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 260, "completion_tokens_details": {"reasoning_tokens": 195}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 428, "prompt_tokens": 1068, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1328}}
{"key": "584fb6f274efc1f6626c2929da6eced75541f7084b2692b7b3607f9834e6753c", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Corvel Stream\",\"why\":\"I need hands-on proof that Corvel's faster trends justify the $7k/site/year premium before finance will accept it.\"}", "sample": 0, "usage": {"completion_tokens": 341, "completion_tokens_details": {"reasoning_tokens": 296}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 331, "prompt_tokens": 715, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1056}}
{"key": "879b90ea60d94b725f2e8f96df8d34ac15b46d601a4a4d9200acc67d90b4988a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 133, "completion_tokens_details": {"reasoning_tokens": 68}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 536, "prompt_tokens": 1176, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1309}}
{"key": "23909ff11f2910925ce2ce50882788525f12d06fb7c9bdc1abd9a9b9ff2f09ef", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Latency is the operators' main pain and Halvard is faster and cheaper, but I would verify its 0.4 s claim on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 233, "completion_tokens_details": {"reasoning_tokens": 179}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 325, "prompt_tokens": 709, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 942}}
{"key": "38ccc26f95e02294a648a3d065d18d9412e58d4043a4edd4f9b0d4c2c01e355c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":42,\"weight_price\":20,\"weight_support_and_uptime\":13,\"weight_other\":5,\"relative_preference\":-3,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 234, "completion_tokens_details": {"reasoning_tokens": 181}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 526, "prompt_tokens": 1166, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1400}}
{"key": "5db8ea9cd38b1c9e2107e5c18e3997828bf9dc95cfef60b66c0315c90fe2bcbb", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":20,\"weight_price\":35,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 278, "completion_tokens_details": {"reasoning_tokens": 226}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 414, "prompt_tokens": 1054, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1332}}
{"key": "05578be751323866d61a1c43816e4982fdc531e7be39cb4ff0ece0872ca8a001", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Need hands-on validation of real connector coverage and latency across our thirty vendor systems before signing.\"}", "sample": 0, "usage": {"completion_tokens": 373, "completion_tokens_details": {"reasoning_tokens": 338}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 264, "prompt_tokens": 648, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1021}}
{"key": "f522a6763c957bc65546c5032cdaeefb843c4ed4a52ffc64b3504299a113b485", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":30,\"weight_connector_coverage\":18,\"weight_price\":28,\"weight_support_and_uptime\":14,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 164, "completion_tokens_details": {"reasoning_tokens": 112}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 481, "prompt_tokens": 1121, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1285}}
{"key": "4609c3f17647cba2f297da893fa48c454d7d57b66f9b34ae115e3780b8035b7b", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms it is cheaper and about five times faster; a short trial will check our specific PLCs fit its 46 connectors via OPC UA.\"}", "sample": 0, "usage": {"completion_tokens": 111, "completion_tokens_details": {"reasoning_tokens": 60}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 374, "prompt_tokens": 758, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 869}}
{"key": "b5a7d65d07c14a04321d44b05d27653f92fddb0a9c7455465f942c8ca13674cf", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Halvard Historian\",\"why\":\"The latency win matters, but vendor-measured claims need a hands-on trial on our own trends before signing.\"}", "sample": 0, "usage": {"completion_tokens": 139, "completion_tokens_details": {"reasoning_tokens": 96}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 255, "prompt_tokens": 639, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 778}}
{"key": "0c01d6c107bfce1a9af5959a3c0d5a37bc86bff227284f99de354f9d18b9035e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 42, \"weight_price\": 18, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 260, "completion_tokens_details": {"reasoning_tokens": 195}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 494, "prompt_tokens": 1134, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1394}}
{"key": "439e8ca830dc166c35477d937454e8e5af61ba9d7d6ff624bda7db2b15376277", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 350, "completion_tokens_details": {"reasoning_tokens": 293}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 299, "prompt_tokens": 683, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1033}}
{"key": "3f7613dc826a7860e30e1dcb1718b6445a76442829a7211728de8f358a16bde4", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Nothing has changed, so the cheaper option still wins the money argument; a hands-on trial on our own tags is the cheap way to confirm 1.9 s p95 latency is tolerable before I commit.\"}", "sample": 0, "usage": {"completion_tokens": 261, "completion_tokens_details": {"reasoning_tokens": 199}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 277, "prompt_tokens": 661, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 922}}
{"key": "db9630c5cc61a0d980f26434b5e737ddf855cf3200936d5ad6500265012a9777", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":20,\"weight_price\":30,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 530, "completion_tokens_details": {"reasoning_tokens": 484}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1210}}
{"key": "0b314786132820f9266bb1596e95c212a31a16993182a52c40ed9b6f2939c3fe", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 38, \"weight_connector_coverage\": 18, \"weight_price\": 22, \"weight_support_and_uptime\": 10, \"weight_other\": 12, \"relative_preference\": 2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 181, "completion_tokens_details": {"reasoning_tokens": 116}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 542, "prompt_tokens": 1182, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1363}}
{"key": "9aff078b00eccb0876b51f44c4c07550b1cebb0c97fc5e2175b18e5c0812c154", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":42,\"weight_price\":20,\"weight_support_and_uptime\":14,\"weight_other\":4,\"relative_preference\":-3,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 239, "completion_tokens_details": {"reasoning_tokens": 186}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 479, "prompt_tokens": 1119, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1358}}
{"key": "ad89f3a06f422bed9cb6691097302e69354e04b6d005de6d4d27b521a7c93693", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing confirms both vendors' numbers, so the 140 native connectors still win for our thirty-vendor mix; a hands-on trial should verify coverage of our specific PLCs.\"}", "sample": 0, "usage": {"completion_tokens": 143, "completion_tokens_details": {"reasoning_tokens": 89}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 378, "prompt_tokens": 762, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 905}}
{"key": "ed06cf34bc58f3d44cab3748da052fd965ac05e0c2e6055a37828b74f5b19342", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Connector breadth still outweighs Halvard's lower price and latency, but I would trial Corvel to confirm native coverage and acceptable performance before signing.\"}", "sample": 0, "usage": {"completion_tokens": 834, "completion_tokens_details": {"reasoning_tokens": 786}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 269, "prompt_tokens": 653, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1487}}
{"key": "c4825fa22c0475a40b4105231794026161bd9909d971ff26e18339a5fea0086a", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Halvard's note confirms latency is the deciding metric and their own number is still 1.9 s \u2014 nearly five times Corvel's \u2014 so I'd validate Corvel's 0.4 s on our own tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 260, "completion_tokens_details": {"reasoning_tokens": 192}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 335, "prompt_tokens": 719, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 979}}
{"key": "02b474d0946ea47f06e5fa3d382aa00aab032b829386ef1a7837ad27b0313c48", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 243, "completion_tokens_details": {"reasoning_tokens": 178}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 489, "prompt_tokens": 1129, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1372}}
{"key": "36f750fec331db0065843afd718bf3b7becf03bc0f5c8b3d1ca36f54abb3b1bf", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Faster query latency directly addresses operators' main complaint about slow trend screens.\"}", "sample": 0, "usage": {"completion_tokens": 198, "completion_tokens_details": {"reasoning_tokens": 169}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 681}}
{"key": "bb88a079fe61365e707441638df54507311fb9e45a16bab10ad94ca8e5ed133c", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard's far faster trends, our top complaint; I'd trial it hands-on since I've only used Corvel so far.\"}", "sample": 0, "usage": {"completion_tokens": 120, "completion_tokens_details": {"reasoning_tokens": 70}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 241, "prompt_tokens": 753, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 873}}
{"key": "d055c02dee695ac8354417fbae1721f05bb22dd277b57d4d8ebd4481778ac5c1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 137, "completion_tokens_details": {"reasoning_tokens": 72}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 428, "prompt_tokens": 1068, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1205}}
{"key": "079f1161f030c00b4be44d0dd67712e79cecb80f5abf405d64ce814fc19243b1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 355, "completion_tokens_details": {"reasoning_tokens": 309}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 294, "prompt_tokens": 678, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1033}}
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{"key": "0d842a1c055f53c578123174524639b701f572cb65a6d67a2d307f49184604ba", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"The independent test confirms both vendors' numbers, so nothing justifies $7,000 more per site for latency well under two seconds; I would trial Halvard to confirm 46 native connectors cover our PLC and MES estate and that 1.9 s is acceptable to operators.\"}", "sample": 0, "usage": {"completion_tokens": 236, "completion_tokens_details": {"reasoning_tokens": 160}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 391, "prompt_tokens": 775, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1011}}
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{"key": "37490c2d81275e79141e1f5539360e033d8389f7d154fed348a939fec0353848", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Connector breadth still drives my integration cost, but Halvard's point is fair\u2014I'd benchmark both on my own tags and thirty vendor systems before signing.\"}", "sample": 0, "usage": {"completion_tokens": 133, "completion_tokens_details": {"reasoning_tokens": 85}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 331, "prompt_tokens": 715, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 848}}
{"key": "c29135d081c094c9e7d4f6a5eb3d4921f3be3246b2ae5e7e00284cb357cf3d4a", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Broader native connector coverage reduces custom integration work across our thirty vendor systems; the latency difference is acceptable.\"}", "sample": 0, "usage": {"completion_tokens": 400, "completion_tokens_details": {"reasoning_tokens": 368}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 879}}
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{"key": "ccfb88c8ae715047de5c3bbee4b556cc13ed6a9de59de1611de4b41e819cdd8a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":22,\"weight_connector_coverage\":20,\"weight_price\":34,\"weight_support_and_uptime\":15,\"weight_other\":9,\"relative_preference\":1,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 304, "completion_tokens_details": {"reasoning_tokens": 252}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 481, "prompt_tokens": 1121, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1425}}
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{"key": "da6285e81cfce3f65a52fd806ed119c72fde67812a5ac7aaf5fb9ad1bd958cea", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 508, "completion_tokens_details": {"reasoning_tokens": 451}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1187}}
{"key": "eacd607ebd8b882bdb198d8d91cc24c7841b3d781d590d6a79eebf4448152231", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Their own message makes latency the decisive test, so I will trial Halvard on our own tags and only pay the $7,000 premium for Corvel if 1.9 s proves visibly too slow for operators.\"}", "sample": 0, "usage": {"completion_tokens": 324, "completion_tokens_details": {"reasoning_tokens": 260}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 344, "prompt_tokens": 728, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1052}}
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{"key": "23936554e9fd7189367fa44c43f2f0af861a0b61ae03238be9f6e5853c9ea8aa", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Trend speed is my operators' main pain point, and 0.4 s vs 1.9 s plus a lower price wins; remaining systems can come through OPC UA.\"}", "sample": 0, "usage": {"completion_tokens": 111, "completion_tokens_details": {"reasoning_tokens": 59}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 593}}
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{"key": "74400afb290d19a8d526857f2a08c7e835cdeddd9a270dc4f0295b8106785493", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Neither\", \"why\": \"Independent testing confirms Corvel's 0.4s latency, directly fixing operators' main complaint, and I've already hands-on trialed it.\"}", "sample": 0, "usage": {"completion_tokens": 193, "completion_tokens_details": {"reasoning_tokens": 142}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 239, "prompt_tokens": 751, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 944}}
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{"key": "1320be1165b187860486ab7939f6dbc10d1bcd4ed90e0643bf956a435cfcb61e", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still the cheaper, faster option with adequate connectors; trial it to confirm our PLC coverage before finance sign-off.\"}", "sample": 0, "usage": {"completion_tokens": 255, "completion_tokens_details": {"reasoning_tokens": 213}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 255, "prompt_tokens": 639, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 894}}
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{"key": "6587de5c6ac7bea2b8518265f8843e852e02d1721387c109a0924eaf7d7dbf4d", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Connector breadth still outweighs latency; trial both to verify integration effort and real query performance before signing.\"}", "sample": 0, "usage": {"completion_tokens": 413, "completion_tokens_details": {"reasoning_tokens": 376}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 252, "prompt_tokens": 636, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1049}}
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{"key": "fd8e18015d6cf70a1f109e59939ce3a8c0e8229774e45b3e78bc7cc9b8de005b", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Operators' main complaint is slow trend queries, and Corvel's 0.4 s p95 latency is far better than Halvard's 1.9 s.\"}", "sample": 0, "usage": {"completion_tokens": 161, "completion_tokens_details": {"reasoning_tokens": 115}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 643}}
{"key": "d779876f817cc6505f8a3393dc8ca2f6afa767122c5c693f5c5d34dcbf5fab91", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 55, \"weight_price\": 20, \"weight_support_and_uptime\": 5, \"weight_other\": 5, \"relative_preference\": -3}", "sample": 0, "usage": {"completion_tokens": 461, "completion_tokens_details": {"reasoning_tokens": 404}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 299, "prompt_tokens": 683, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1144}}
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{"key": "aabdda04785d92f265b943690327d1a397fa0d75f6716a3fb9698c59f4f89447", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":42,\"weight_connector_coverage\":20,\"weight_price\":18,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 151, "completion_tokens_details": {"reasoning_tokens": 99}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 479, "prompt_tokens": 1119, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1270}}
{"key": "609638d1d4994832cb62ae8f50e0c4eff300bc11df583c4097f2908879c0a36a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":27,\"weight_connector_coverage\":18,\"weight_price\":30,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 139, "completion_tokens_details": {"reasoning_tokens": 87}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 481, "prompt_tokens": 1121, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1260}}
{"key": "900a9bad184d6463cd0897462d8880bc09f116245cd0248481762be2bd6369e4", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Latency gap directly addresses operator complaints at lower cost; validate it on our own tags and connectors in a trial before signing, since the Corvel trial already gave us hands-on experience.\"}", "sample": 0, "usage": {"completion_tokens": 252, "completion_tokens_details": {"reasoning_tokens": 190}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 275, "prompt_tokens": 659, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 911}}
{"key": "1603ad10fde4e7b87c098596fff677d9741b4bdc173effb3b769e0685ab5db49", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms Halvard's speed and price edge; trial it to verify our PLCs are covered by native connectors.\"}", "sample": 0, "usage": {"completion_tokens": 137, "completion_tokens_details": {"reasoning_tokens": 93}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 241, "prompt_tokens": 753, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 890}}
{"key": "3694c634a762e80b3653f255c5277ada76171b4e56b9abb6f93782864d41d141", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent results confirm the vendors' claims, so the connector coverage still wins; I'd trial it hands-on against our actual thirty-vendor equipment list before signing.\"}", "sample": 0, "usage": {"completion_tokens": 229, "completion_tokens_details": {"reasoning_tokens": 179}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 239, "prompt_tokens": 751, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 980}}
{"key": "e40bbf0da20fa243ff5bf6a342e5c3f86b23fc91fd5275695ba993e2fc712366", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms the specs are real; Halvard still meets our needs at $14k less for two sites, but I'd trial it to verify 1.9s latency is acceptable on our tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 203, "completion_tokens_details": {"reasoning_tokens": 139}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 381, "prompt_tokens": 765, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 968}}
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{"key": "c57beee51cc24ccdf112b18b4d57c8d2bb62304d435ac5637f7fc90fdaf74604", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 50, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 222, "completion_tokens_details": {"reasoning_tokens": 157}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 490, "prompt_tokens": 1130, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1352}}
{"key": "23ad2a9abdeb2d8adbdf2a90cfca746a6fc162ddc81be90164a28798ecde7d52", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Its 0.4 s p95 latency still best addresses operator complaints; validate it on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 384, "completion_tokens_details": {"reasoning_tokens": 337}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 192, "prompt_tokens": 704, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1088}}
{"key": "aafdc35df3cfa70975dcda86713a90d7c3c3e04d8c7163da2451376439690f5b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 1, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 223, "completion_tokens_details": {"reasoning_tokens": 158}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 424, "prompt_tokens": 1064, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1287}}
{"key": "958a6294749d003b80778940cc8531a6335ea073ba37b8fbb15443476c9067a5", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard is ~5x faster on trends and cheaper; I'd still trial it hands-on to confirm the 46 native connectors cover my two sites before signing.\"}", "sample": 0, "usage": {"completion_tokens": 110, "completion_tokens_details": {"reasoning_tokens": 49}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 389, "prompt_tokens": 773, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 883}}
{"key": "e8ebfb7c68501f22484025e8fe374dda48372cfc9c3010bbca0edc5149d5bb21", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms the numbers; connector breadth is decisive for thirty vendors, so I'd trial Corvel to verify its connectors actually cover our equipment before signing.\"}", "sample": 0, "usage": {"completion_tokens": 264, "completion_tokens_details": {"reasoning_tokens": 215}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 238, "prompt_tokens": 750, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1014}}
{"key": "249cd96be157843a0113e1d7a4c03f1d1a06e749b90fc41dc489e08d1b9f9da0", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty vendor systems, reducing custom integration work enough to justify the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 126, "completion_tokens_details": {"reasoning_tokens": 90}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 485, "prompt_tokens": 485, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 611}}
{"key": "e90c420c664c8931dad339f1b1835305d700b099d6742096a7385b0110b133b1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 25, \"weight_connector_coverage\": 20, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 1, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 250, "completion_tokens_details": {"reasoning_tokens": 185}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 491, "prompt_tokens": 1131, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1381}}
{"key": "2812e95f8bbb2d0a97659e636fa2595b5e89ec43e964d359c9a4ea3728467158", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 115, "completion_tokens_details": {"reasoning_tokens": 50}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 428, "prompt_tokens": 1068, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1183}}
{"key": "e26031dc4119466fc6a10d14d3a756c7694015b3d9d97324897f15b64cff894d", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Latency directly addresses operators' trend-speed complaint, but I would validate it on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 269, "completion_tokens_details": {"reasoning_tokens": 229}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 269, "prompt_tokens": 653, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 922}}
{"key": "fec7807a2b99426f98a014c0c99215b625fa58d1eaf71db01f3f947ff86eab53", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 102, "completion_tokens_details": {"reasoning_tokens": 37}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 539, "prompt_tokens": 1179, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1281}}
{"key": "7cf418b0f8df071ac0012f1972c6f1a402b09a417fafcccfdb6588a20841f248", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Halvard's point actually favors the faster option\u2014Corvel still beats it on latency and connectors\u2014but vendor-measured numbers warrant a hands-on check on our own hardware.\"}", "sample": 0, "usage": {"completion_tokens": 173, "completion_tokens_details": {"reasoning_tokens": 121}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 192, "prompt_tokens": 704, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 877}}
{"key": "1b478ceed243f4a40d47268fa88d37ea764449d07899a414f01c6a9bd50b25c0", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"More native connectors avoid custom integration for our 30 vendors.\"}", "sample": 0, "usage": {"completion_tokens": 302, "completion_tokens_details": {"reasoning_tokens": 276}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 485, "prompt_tokens": 485, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 787}}
{"key": "920692d886bf9d8557522f60c2ff558a74df943d89958868f52016834c623698", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 55, \"weight_price\": 20, \"weight_support_and_uptime\": 5, \"weight_other\": 5, \"relative_preference\": -3, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 111, "completion_tokens_details": {"reasoning_tokens": 46}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 542, "prompt_tokens": 1182, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1293}}
{"key": "6e41fb8d21c13937078e31a57aee150e5d15cfb188d71ac79809855c39ac6e41", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Latency matters to operators, but vendor-measured numbers need validation on our own tags and hardware before I justify the premium.\"}", "sample": 0, "usage": {"completion_tokens": 214, "completion_tokens_details": {"reasoning_tokens": 171}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 334, "prompt_tokens": 718, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 932}}
{"key": "7864e92cc662dfbb94f38af13047d21e416c4f0d2878e21478f0c5b47358813d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 12, \"weight_other\": 15, \"relative_preference\": 1, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 350, "completion_tokens_details": {"reasoning_tokens": 285}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 492, "prompt_tokens": 1132, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1482}}
{"key": "d35e2b01eabef61e279637dce748f5d6bb446bf0b0ad47087b7a24720fed6908", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It's cheaper and faster, and OPC UA covers our remaining connectors.\"}", "sample": 0, "usage": {"completion_tokens": 102, "completion_tokens_details": {"reasoning_tokens": 75}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 585}}
{"key": "016e800611cd15cfa27650713da937e3932890491244ffb2f6aa57c7a6c27f61", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Cheaper and faster, but the latency claim is vendor-measured, so trial both on our tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 257, "completion_tokens_details": {"reasoning_tokens": 216}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 194, "prompt_tokens": 706, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 963}}
{"key": "cbfa0d252f2b9a40afd99d0eb6b4960b228ea58158441db881b843a3ad1bbd70", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 1, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 201, "completion_tokens_details": {"reasoning_tokens": 136}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 538, "prompt_tokens": 1178, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1379}}
{"key": "e9543c6d9af310bacc136b14b4b25fd59014c4ea1efbde7123aa6e48fabd6b49", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 42, \"weight_connector_coverage\": 18, \"weight_price\": 18, \"weight_support_and_uptime\": 10, \"weight_other\": 12, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 138, "completion_tokens_details": {"reasoning_tokens": 73}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 492, "prompt_tokens": 1132, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1270}}
{"key": "95d1cbaa1ae7b649e3bf7e22c0d42cc1c94dff761514f0bf154aa0bd5cef1b36", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 192, "completion_tokens_details": {"reasoning_tokens": 127}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 542, "prompt_tokens": 1182, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1374}}
{"key": "774be1de9b5425faa8b7b7df1f80527919064bd0696034c779c64f81289be22c", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing confirms Corvel's 0.4 s trend latency, which directly addresses our operators' main complaint, and we already have its trial licence running.\"}", "sample": 0, "usage": {"completion_tokens": 191, "completion_tokens_details": {"reasoning_tokens": 141}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 383, "prompt_tokens": 767, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 958}}
{"key": "16a71e3887e97667f9174b1b3e60064a3572f6b20425b9d17b17c380f1bef02e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 50, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": -3}", "sample": 0, "usage": {"completion_tokens": 387, "completion_tokens_details": {"reasoning_tokens": 330}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1067}}
{"key": "843941cd93494256176b4ac0769f250059a604ca586cbe9252c199a3928f91e4", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Its 0.4 s p95 directly targets our operators' trend-speed complaint and it is cheaper; I would confirm the number on our own tags and hardware first.\"}", "sample": 0, "usage": {"completion_tokens": 309, "completion_tokens_details": {"reasoning_tokens": 260}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 342, "prompt_tokens": 726, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1035}}
{"key": "00ad0015654db686489c69948e44e1f12980f2410d75c323e2a8b582e59b2dc6", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Latency affects operator adoption, but with thirty vendors I need to verify actual native coverage of my specific systems on a real trial before committing.\"}", "sample": 0, "usage": {"completion_tokens": 258, "completion_tokens_details": {"reasoning_tokens": 213}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 191, "prompt_tokens": 703, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 961}}
{"key": "47155a104bb4bd817d56cd734b183de443d8d95ebb36d0de9560ecfcae923190", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Much faster trend queries directly address operator complaints, at a lower price.\"}", "sample": 0, "usage": {"completion_tokens": 152, "completion_tokens_details": {"reasoning_tokens": 123}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 634}}
{"key": "402be007641fc4a5137179a69d429484043ce35eaf540886ccda015f72e48f2b", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7k cheaper with the same uptime and support; Corvel\u2019s faster latency and extra native connectors aren\u2019t justified for one site without a proven need.\"}", "sample": 0, "usage": {"completion_tokens": 289, "completion_tokens_details": {"reasoning_tokens": 241}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 772}}
{"key": "d3d045167525a66ceb4aa2065f3dc4b795a6fe7164ebe9406460aff9a1b7fdc1", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Still cheaper and faster; OPC UA should cover our remaining connectors.\",\"trial\":\"Halvard Historian\"}", "sample": 0, "usage": {"completion_tokens": 189, "completion_tokens_details": {"reasoning_tokens": 155}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 251, "prompt_tokens": 635, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 824}}
{"key": "191307ea6de0187bdeea27189c3a6f739c7dba641c577a948af71e21e2944342", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 50, \"weight_price\": 20, \"weight_support_and_uptime\": 5, \"weight_other\": 5, \"relative_preference\": -3, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 296, "completion_tokens_details": {"reasoning_tokens": 231}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 495, "prompt_tokens": 1135, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1431}}
{"key": "dc9f448617fede7d14320ad050668c5eb520c29a2027726b1383357bdc1b01f4", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Nothing changed: Corvel's 140 native connectors still best fit our thirty-vendor mix, but I would trial it hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 405, "completion_tokens_details": {"reasoning_tokens": 358}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 262, "prompt_tokens": 646, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1051}}
{"key": "7272770b41922fb65cc4676c26e99bcb8cc5bd4d68a9da8f012d01be6a0ceca1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 287, "completion_tokens_details": {"reasoning_tokens": 230}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 967}}
{"key": "883d389419ae0cedf89d674a67bdc71a032f31ca03e03ba6901b6a1ba5391cba", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 403, "completion_tokens_details": {"reasoning_tokens": 346}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 292, "prompt_tokens": 676, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1079}}
{"key": "e0471c0f93dd0580ac2e4eb943d832f23d1954e8608321522f13e8f304117572", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 322, "completion_tokens_details": {"reasoning_tokens": 265}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1002}}
{"key": "a74dd2212641c3dde7a05b46f38fa7051034ce812d9f25cf22cede07a5f09627", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 0.4 s p95 trend latency directly addresses our operators' main complaint, and the broader native connector coverage justifies the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 136, "completion_tokens_details": {"reasoning_tokens": 96}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 618}}
{"key": "df2034d8d3a276d595bb6285e3f1be1014583ec0aa366a356b4d75002e83f5da", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 182, "completion_tokens_details": {"reasoning_tokens": 117}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 495, "prompt_tokens": 1135, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1317}}
{"key": "8dfcd4deeadc0329c75db8776dbfb292d424892095783c7eaffd24f10dd4e3c9", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 50, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 148, "completion_tokens_details": {"reasoning_tokens": 83}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 425, "prompt_tokens": 1065, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1213}}
{"key": "16978db75d328bf324b9265f813a3a10dc6ef90c604451182b3e673904a1c155", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Connector breadth still outweighs Halvard's latency and price; validate Corvel in our environment.\"}", "sample": 0, "usage": {"completion_tokens": 444, "completion_tokens_details": {"reasoning_tokens": 401}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 252, "prompt_tokens": 636, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1080}}
{"key": "14db5ca92e2b2fc6fb3eaef030cdde467aee7f365d909f805451eb1c55d1cd51", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 22, \"weight_connector_coverage\": 23, \"weight_price\": 35, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 310, "completion_tokens_details": {"reasoning_tokens": 245}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 491, "prompt_tokens": 1131, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1441}}
{"key": "9ed44e14e1de1b7229578ad4a74dd895ca34b1b13760d2718e3452ae3897ff6d", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms it's cheaper and nearly five times faster; a trial should confirm our remaining connectors work over OPC UA.\"}", "sample": 0, "usage": {"completion_tokens": 154, "completion_tokens_details": {"reasoning_tokens": 109}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 237, "prompt_tokens": 749, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 903}}
{"key": "4cd4e95581ca97f9dba41933f04248f1dbee7e8c743d30495449670b24c86471", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Operators care most about fast trends, and Corvel's 0.4 s p95 is clearly better; I would validate it on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 292, "completion_tokens_details": {"reasoning_tokens": 240}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 336, "prompt_tokens": 720, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1012}}
{"key": "34aaa05496580129fcb5d5ea42daebe3718069ce810477ef6bd251825ab769f8", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 146, "completion_tokens_details": {"reasoning_tokens": 81}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 425, "prompt_tokens": 1065, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1211}}
{"key": "bba775cba23386d4f42232c277e6753059bbdabb920bd137f5c5b7d889a00a32", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":50,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 295, "completion_tokens_details": {"reasoning_tokens": 248}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 292, "prompt_tokens": 676, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 971}}
{"key": "df5a067ac9c597e72b428917df3a01dae62b1385fe2fa2e764313a1d8786a4f4", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors will cut custom integration across our thirty vendor systems, outweighing Halvard's lower price and faster queries.\"}", "sample": 0, "usage": {"completion_tokens": 164, "completion_tokens_details": {"reasoning_tokens": 127}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 647}}
{"key": "19f560086ebcf7ea4a5089f1cc7702658960d8582bb5fa36568af82b56492490", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 160, "completion_tokens_details": {"reasoning_tokens": 95}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 421, "prompt_tokens": 1061, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1221}}
{"key": "6016214489f064f3c999fb24b9f148126f159c76fffcf1ef52c8183876aa7288", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 165, "completion_tokens_details": {"reasoning_tokens": 100}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 425, "prompt_tokens": 1065, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1230}}
{"key": "8fc1e4c4872f2662c70a65700cc5b648c82c01b9e66dd2da3e2e361e50689f66", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent results confirm the connector breadth that matters most across our thirty vendors, so I'd trial Corvel hands-on before signing; my Halvard trial already gave me that side.\"}", "sample": 0, "usage": {"completion_tokens": 192, "completion_tokens_details": {"reasoning_tokens": 139}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 376, "prompt_tokens": 760, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 952}}
{"key": "8fc0edde705a8e6ef4195ce20a2c419d760e2714ed6d57a0beabf124c76f9c9e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 50, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": -3, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 120, "completion_tokens_details": {"reasoning_tokens": 55}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 539, "prompt_tokens": 1179, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1299}}
{"key": "174fa4fa6597f1d4b2ee14bfb53410ab4f5eef3863326996a4431065f7c196ad", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"140 native connectors cut custom integration across our thirty vendor systems, and lower latency matters more than the price gap.\"}", "sample": 0, "usage": {"completion_tokens": 101, "completion_tokens_details": {"reasoning_tokens": 68}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 584}}
{"key": "b0359078a4613ef2ee54af9eff08973d7dbf40cbb9e6e1273bf59cf87b58690d", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Cheaper option still meets uptime/support; trial it before signing to confirm latency and connectors for our site.\"}", "sample": 0, "usage": {"completion_tokens": 330, "completion_tokens_details": {"reasoning_tokens": 287}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 272, "prompt_tokens": 656, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 986}}
{"key": "7cdca337907a2701062f53cfb0e116083f391d892d1402240668432c9f6ccc63", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Faster queries address operator complaints and lower cost; need hands-on trial to confirm performance.\"}", "sample": 0, "usage": {"completion_tokens": 397, "completion_tokens_details": {"reasoning_tokens": 354}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 252, "prompt_tokens": 636, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1033}}
{"key": "17402729fc2cfa937301734ba1b7da6a620b67dd0609a2a697b0bdd5f0415f32", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7k/site cheaper and faster, and OPC UA covers connectors beyond its 46 native ones.\"}", "sample": 0, "usage": {"completion_tokens": 124, "completion_tokens_details": {"reasoning_tokens": 88}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 603}}
{"key": "f3e8aa8b16831d616af088d4850c2f0e0b4718011c4c74febf8c714adfd598d0", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Halvard Historian\",\"why\":\"Latency is our core pain point so Corvel still wins; we've already been trialling it, so a hands-on Halvard trial would validate that the cost saving isn't worth the slower trends.\"}", "sample": 0, "usage": {"completion_tokens": 201, "completion_tokens_details": {"reasoning_tokens": 141}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 263, "prompt_tokens": 647, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 848}}
{"key": "ade0cdac16320fc945f5b5e1da27250d3debaefe13925a71006f266a1345f8c1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 559, "completion_tokens_details": {"reasoning_tokens": 502}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1238}}
{"key": "2a3775dcf75cf743003b9ee8ff3d3b9289575ad8c703d10b3e2e67a76d342b79", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 144, "completion_tokens_details": {"reasoning_tokens": 79}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 539, "prompt_tokens": 1179, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1323}}
{"key": "f61d1c2968ec2ea8eaf00695c314136b3c6561caf28b14a85cb483cbeeaab8ed", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": -2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 110, "completion_tokens_details": {"reasoning_tokens": 45}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 535, "prompt_tokens": 1175, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1285}}
{"key": "9cd8b183ba7cd31e80374c35526665b8d54eb87480da4ca8e9a22a8bd0045ac0", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Halvard's own figures show it is ~5x slower, and 140 native connectors still cut far more integration work across our thirty vendor systems; I'd trial Corvel on our own tags and hardware to confirm the latency before signing.\"}", "sample": 0, "usage": {"completion_tokens": 110, "completion_tokens_details": {"reasoning_tokens": 44}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 329, "prompt_tokens": 713, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 823}}
{"key": "000cb29e15f676eff92ac88d16ae631710af2704d6fe79949568fff23b587f71", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Halvard Historian\", \"why\": \"Independent numbers confirm both claims, so trade-off is connector coverage vs latency and cost; trial Halvard to check whether its 46 connectors plus OPC UA cover our 30 vendors before committing.\"}", "sample": 0, "usage": {"completion_tokens": 334, "completion_tokens_details": {"reasoning_tokens": 270}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 238, "prompt_tokens": 750, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1084}}
{"key": "dd60c482e602b59f7809282398ece4ef8770779e08af81c33156b8453df64c48", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Halvard Historian\",\"why\":\"Halvard's lower price and latency claim fit our budget, but I need a hands-on trial on our tags and connectors before signing.\"}", "sample": 0, "usage": {"completion_tokens": 267, "completion_tokens_details": {"reasoning_tokens": 220}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 190, "prompt_tokens": 702, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 969}}
{"key": "e781d50f2ebc756a84e38612a06af8724517bfdf5b1831556881a6c6ac6c4c02", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":50,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 242, "completion_tokens_details": {"reasoning_tokens": 189}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 411, "prompt_tokens": 1051, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1293}}
{"key": "7dce8741bde8b963b62636ad14c32606aebbd72b444c4e0a18cb5a9288769b3c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 329, "completion_tokens_details": {"reasoning_tokens": 272}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1008}}
{"key": "251b3fd59f4d27453170e5925643e41dd20dd71f9e6da4826f14bcefefae5440", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard's latency edge and lower price; connectors are covered via OPC UA, so I'd trial it hands-on to confirm in our own environment.\"}", "sample": 0, "usage": {"completion_tokens": 131, "completion_tokens_details": {"reasoning_tokens": 72}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 238, "prompt_tokens": 750, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 881}}
{"key": "3e17e8cf998a6fa3c243ddb493bd52a634ddad16df1618c80f1aa61968d98711", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Connector breadth still wins on integration cost, but I'd trial both to verify the 140-connector claim against our 30 vendor systems and check whether Halvard's faster queries and lower price offset its narrower native coverage.\"}", "sample": 0, "usage": {"completion_tokens": 216, "completion_tokens_details": {"reasoning_tokens": 154}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 261, "prompt_tokens": 645, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 861}}
{"key": "b9eef67a4601939763c93f184103aaf8c2d913f21a49575265f7982f357562f6", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still cheaper and faster; trial it to confirm latency and OPC UA coverage before finance sign-off.\"}", "sample": 0, "usage": {"completion_tokens": 133, "completion_tokens_details": {"reasoning_tokens": 93}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 256, "prompt_tokens": 640, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 773}}
{"key": "5f1bc2fb7e38e928eb1b9c72b528f4d4ccfcb0a6b187ac93d3a23953ae9c6a5b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": 1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 124, "completion_tokens_details": {"reasoning_tokens": 59}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 424, "prompt_tokens": 1064, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1188}}
{"key": "ff8ef5494959b093d06c0c815e61b8cf5a66ec74aa11419c79c992ce7b8c7540", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 40, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 329, "completion_tokens_details": {"reasoning_tokens": 264}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 539, "prompt_tokens": 1179, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1508}}
{"key": "23215f0929158f4096a43759625959f586d4a28bbdaa84f40877510afdcd20f6", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing confirms Corvel's far faster trends, which is our operators' top complaint; we'll finish our existing trial to validate it on our own data before signing.\"}", "sample": 0, "usage": {"completion_tokens": 186, "completion_tokens_details": {"reasoning_tokens": 134}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 377, "prompt_tokens": 761, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 947}}
{"key": "faa93b58d901568f9748d3bc6446413f018c64168f6a854d1afa4368555ee747", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 50, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": -3, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 307, "completion_tokens_details": {"reasoning_tokens": 242}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 492, "prompt_tokens": 1132, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1439}}
{"key": "9bf6fd33dd8fd2cb47cbd081dc3e9e5722ad7ecf7bff355d996a2334edc80d57", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Nothing changed; the 140 connectors are worth the extra cost, but I want a hands-on trial to prove they actually cover our mix of PLCs before signing.\"}", "sample": 0, "usage": {"completion_tokens": 255, "completion_tokens_details": {"reasoning_tokens": 204}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 257, "prompt_tokens": 641, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 896}}
{"key": "07de211f6b58bc9568f7c586bdca23d190cb494da99c963ab625bf77bada273d", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Latency claim matters, but connector coverage for 30 vendors needs hands-on proof.\"}", "sample": 0, "usage": {"completion_tokens": 112, "completion_tokens_details": {"reasoning_tokens": 73}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 191, "prompt_tokens": 703, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 815}}
{"key": "ea2f0815e9ebbb94e584a8cdf82f5da93a0b004aaa4109f44543fca46a3a389b", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent testing confirms the specs; Halvard is $7k cheaper with adequate latency and connectors, so I\u2019d trial it to validate fit before signing.\"}", "sample": 0, "usage": {"completion_tokens": 307, "completion_tokens_details": {"reasoning_tokens": 256}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 386, "prompt_tokens": 770, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1077}}
{"key": "633795a98a3383f4502872a48bcd00e3a714079ef8110d930ebc0ded6815328a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 43, \"weight_price\": 19, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 232, "completion_tokens_details": {"reasoning_tokens": 167}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 488, "prompt_tokens": 1128, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1360}}
{"key": "dcfc1c0c07ea99a26f436858639baed599ef3e4c258bdd2233f15563cb26bcb7", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":40,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 340, "completion_tokens_details": {"reasoning_tokens": 293}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1022}}
{"key": "de5b6eaf483ab221fdb217920ec2077e75e8f273fe97de7c21755859831b2ba7", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":18,\"weight_connector_coverage\":47,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":-2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 201, "completion_tokens_details": {"reasoning_tokens": 148}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 525, "prompt_tokens": 1165, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1366}}
{"key": "f4467f83711903557a891b569f9f4a9c8d6561400d5c3fa81a22dfb0b1bd4f8e", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms it is cheaper and 4-5x faster; trial only to verify OPC UA coverage of our legacy PLCs.\"}", "sample": 0, "usage": {"completion_tokens": 162, "completion_tokens_details": {"reasoning_tokens": 114}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 242, "prompt_tokens": 754, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 916}}
{"key": "1014363abb26fb452e1218a2224cd6b7ee5487b942481bfb7befbaccf262a681", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"Latency is our deciding issue, but both numbers are vendor-measured \u2014 I want both on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 194, "completion_tokens_details": {"reasoning_tokens": 146}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 191, "prompt_tokens": 703, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 897}}
{"key": "f33158dc59b99e50b960c13104ba74a6e29e1e901c1f583b50f96cbae16b76a6", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 246, "completion_tokens_details": {"reasoning_tokens": 181}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 424, "prompt_tokens": 1064, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1310}}
{"key": "3fb7b82cb78c8b41eb6183db2e0033cb5d31fe12e9e7b23eac95778a1a4604af", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 42, \"weight_connector_coverage\": 18, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 182, "completion_tokens_details": {"reasoning_tokens": 117}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 538, "prompt_tokens": 1178, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1360}}
{"key": "90a0f13abb75970e6523560582d42748dd951c3e541b16234802330495272c5a", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Independent testing confirms both vendors' numbers, so connector breadth still wins for thirty vendor systems \u2014 but I'd trial both to verify Corvel's connectors actually cover our PLCs and that 1.9 s latency is tolerable for operators.\"}", "sample": 0, "usage": {"completion_tokens": 299, "completion_tokens_details": {"reasoning_tokens": 236}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 375, "prompt_tokens": 759, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1058}}
{"key": "fcccd588d0e0ca75135cacb3fb07c6041ac94ab80d1e36b07cd391302af9c9bb", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent results confirm 140 native connectors and 3.5x lower latency; the price premium is worth it, so trial Corvel to verify connector coverage against our vendor list.\"}", "sample": 0, "usage": {"completion_tokens": 148, "completion_tokens_details": {"reasoning_tokens": 94}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 371, "prompt_tokens": 755, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 903}}
{"key": "37a904b70d77de252fe282956d662675179c474b8dfeb63b8a73664e998950e2", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Halvard's own number (1.9 s) is still ~5x slower than Corvel's; latency is our operators' pain point, so I'll benchmark both on our tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 257, "completion_tokens_details": {"reasoning_tokens": 200}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 330, "prompt_tokens": 714, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 971}}
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{"key": "77cbe40290a2bef16ee336625ee58873ea99c81ff6f12751c4a1496bb4f3f849", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 22, \"weight_connector_coverage\": 24, \"weight_price\": 33, \"weight_support_and_uptime\": 16, \"weight_other\": 5, \"relative_preference\": 1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 406, "completion_tokens_details": {"reasoning_tokens": 341}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 492, "prompt_tokens": 1132, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1538}}
{"key": "7444397a41d6d3bfbf56fceb12bc3d3a5e6287c24cf79d39a31e51e91aea78af", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 25, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 701, "completion_tokens_details": {"reasoning_tokens": 636}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 492, "prompt_tokens": 1132, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1833}}
{"key": "36dbe3decaae34f3ddc1b1d0318ebf729bc07396e6c0ed3e4a68fb8d68d415a1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 20, \"relative_preference\": 1}", "sample": 0, "usage": {"completion_tokens": 549, "completion_tokens_details": {"reasoning_tokens": 492}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1229}}
{"key": "dc2f9feffe068b04a655ff8c2825d94c8125156b2796f03a169f01e7a3ddc915", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Stay with the cheaper option, but trial it hands-on to confirm 1.9 s p95 latency is acceptable for our operators before signing.\"}", "sample": 0, "usage": {"completion_tokens": 402, "completion_tokens_details": {"reasoning_tokens": 353}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 339, "prompt_tokens": 723, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1125}}
{"key": "722796256d95431e539ee2c7c6fd25863f7bd4203b91516570f348658a6767bc", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 18, \"weight_price\": 17, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 184, "completion_tokens_details": {"reasoning_tokens": 119}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 491, "prompt_tokens": 1131, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1315}}
{"key": "fbf7c1b1b965c22f0df79895ce586ddd03bb5a823a19ec8220b7244b17fcf62c", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Halvard's own number is 5x slower, which argues against them, not for them; but both latencies are vendor-measured, so I'd trial both and verify connector coverage against our thirty vendors.\"}", "sample": 0, "usage": {"completion_tokens": 141, "completion_tokens_details": {"reasoning_tokens": 81}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 324, "prompt_tokens": 708, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 849}}
{"key": "8250dc297aac29d24e830053483ad66adc2505405128b5b4f2efcf31abb1cce7", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 293, "completion_tokens_details": {"reasoning_tokens": 247}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 972}}
{"key": "8973fde0593ee16061a5f9c479c0650028d9277c4dcfe1c13a15cd3589d16d16", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":40,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":6}", "sample": 0, "usage": {"completion_tokens": 103, "completion_tokens_details": {"reasoning_tokens": 50}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 531, "prompt_tokens": 1171, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1274}}
{"key": "778580d594be19526f1688ceaf92344dc9093b03d3f325f9b1206334e08df671", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Cheaper and meets needs; Corvel's faster queries and extra connectors don't justify 37% higher cost.\"}", "sample": 0, "usage": {"completion_tokens": 611, "completion_tokens_details": {"reasoning_tokens": 573}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 1090}}
{"key": "a45a6cd59c18fa7f863456d478690ee3218927db3909df0b1e41ea27312320b6", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Need to verify latency on our own tags and confirm how many of my thirty vendor systems actually need custom OPC UA work under each.\"}", "sample": 0, "usage": {"completion_tokens": 218, "completion_tokens_details": {"reasoning_tokens": 174}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 328, "prompt_tokens": 712, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 930}}
{"key": "d6d9a2818daedfb4cb798294bc3a0121f97456cc1b1020d4c55b7104f4b30b3c", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Halvard is cheaper and faster, but vendor latency claims should be verified on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 345, "completion_tokens_details": {"reasoning_tokens": 307}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 195, "prompt_tokens": 707, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1052}}
{"key": "0d2ceafede3dfa52e24f27ba6dd5f2061951768a151a5abf45d3cf3623cca408", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Fastest trend queries address our operators' main complaint, and it is cheaper with enough connectors.\"}", "sample": 0, "usage": {"completion_tokens": 169, "completion_tokens_details": {"reasoning_tokens": 138}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 653}}
{"key": "43895fd938f504ee90d29bf91942269380dfbeaa2710eaf9c44be097719dc6fe", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Operators need fast ad-hoc trends; Corvel's 0.4 s latency directly addresses our main complaint.\"}", "sample": 0, "usage": {"completion_tokens": 209, "completion_tokens_details": {"reasoning_tokens": 172}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 693}}
{"key": "777a6d8f67d391888d3714c4db5b0606b7dd201e08e4453b972c2d454beac07c", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty vendors, cutting custom integration work despite the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 106, "completion_tokens_details": {"reasoning_tokens": 73}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 585}}
{"key": "9325457f329f2e5efb7e47d81c36a5d35cdf8380a432c311f5faddba0bdcf047", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 20, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 20, \"relative_preference\": 1, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 110, "completion_tokens_details": {"reasoning_tokens": 45}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 425, "prompt_tokens": 1065, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1175}}
{"key": "faf12de8b7cc6d6dc48b1aa34dbf5cbb7f6edf90262f9e0069d0f548a84b7206", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"140 native connectors cover far more of our thirty-vendor mix, cutting custom integration work that outweighs the higher price and slower trend queries.\"}", "sample": 0, "usage": {"completion_tokens": 148, "completion_tokens_details": {"reasoning_tokens": 106}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 627}}
{"key": "8132a71c3a97a44d5f5e8960211973bb1f45b8737c53130bde3d2d0b346f7204", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 313, "completion_tokens_details": {"reasoning_tokens": 256}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 992}}
{"key": "bf74f5936535489785e9125644082376154dabbad3905f7a40c89108105b63d6", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -1}", "sample": 0, "usage": {"completion_tokens": 639, "completion_tokens_details": {"reasoning_tokens": 582}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1321}}
{"key": "10fa94d906f924084517c2187ce1b52ccbd3ca7ef8b952d7c56123702b7034c3", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7k cheaper per year and has lower query latency; Corvel's extra connectors don't justify the added cost for one site.\"}", "sample": 0, "usage": {"completion_tokens": 119, "completion_tokens_details": {"reasoning_tokens": 78}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 598}}
{"key": "7b39f09091bf42c6579ca5603cddeab70d4ba2e23ce83def123f5b950d8d5e28", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 135, "completion_tokens_details": {"reasoning_tokens": 83}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 413, "prompt_tokens": 1053, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1188}}
{"key": "bc7f5f13b5c1c5baab40b64cefc73a807560fe0c3fed0fbf4f09b025e16e4ff5", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 18, \"weight_price\": 17, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 381, "completion_tokens_details": {"reasoning_tokens": 316}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 491, "prompt_tokens": 1131, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1512}}
{"key": "9a64806b6d2e643b3ffa55cf90424cd5e8ddfd95c2bd94d3bd01938479cd96fc", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 97, "completion_tokens_details": {"reasoning_tokens": 32}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 427, "prompt_tokens": 1067, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1164}}
{"key": "340fe518cfa1b353450fdc0663529445204b2b65d886240d522c3fd8d9d2bb2b", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel's 140 native connectors best fit our thirty vendors, but I'd trial both to validate real integration and latency before signing.\"}", "sample": 0, "usage": {"completion_tokens": 123, "completion_tokens_details": {"reasoning_tokens": 80}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 253, "prompt_tokens": 637, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 760}}
{"key": "055de7458f7355a24128cdd4d098391c6ac98f1431d990b0356901ae534e74cb", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 15, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 20, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 133, "completion_tokens_details": {"reasoning_tokens": 68}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 539, "prompt_tokens": 1179, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1312}}
{"key": "61b11160d49c990dc23944b8f122636616ec11c72b334d33d7b0b670d3afb8c5", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Still the cheaper option and nothing new justifies paying 37% more; queries under 2 s are fine for our trends.\", \"trial\": \"Halvard Historian\"}", "sample": 0, "usage": {"completion_tokens": 195, "completion_tokens_details": {"reasoning_tokens": 146}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 258, "prompt_tokens": 642, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 837}}
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{"key": "98329de4ede04a017b2130bc1f37a0addebb81668a6c6fb181f060a106ee6dbd", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms far broader native connector coverage and 4x lower latency; a hands-on trial should validate it against our actual 30-vendor mix before signing.\"}", "sample": 0, "usage": {"completion_tokens": 140, "completion_tokens_details": {"reasoning_tokens": 89}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 239, "prompt_tokens": 751, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 891}}
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{"key": "9c6245d5709250cfee52c8312758b8b4b282b297072ec0e7c3095618b91030d3", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":40,\"weight_price\":20,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 246, "completion_tokens_details": {"reasoning_tokens": 193}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 415, "prompt_tokens": 1055, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1301}}
{"key": "8bcfb79baa93db49c1a4dac999808b458dfe47b132190c55e05c03d69b04d16c", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms vendor claims but not a need: 1.9 s p95 and 46 connectors likely cover our 3 sites, so I'd trial Halvard to confirm fit and defend the cheaper price to finance.\"}", "sample": 0, "usage": {"completion_tokens": 239, "completion_tokens_details": {"reasoning_tokens": 169}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 372, "prompt_tokens": 756, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 995}}
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{"key": "183effb22c45828758482951c09db87b178f1107075f11cc4e40de6edaf0d93b", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent testing confirms the latency edge that matters most to operators, at lower cost; I'm already trialling it and just need to validate on our own tags.\"}", "sample": 0, "usage": {"completion_tokens": 215, "completion_tokens_details": {"reasoning_tokens": 163}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 242, "prompt_tokens": 754, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 969}}
{"key": "0dd20d1a44bb4b2b73f2bb5ab94a96c5ec7dde674dd4221b4c338427470759ee", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Connector coverage still outweighs price and latency, but I would validate its connectors and query performance in a hands-on trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 576, "completion_tokens_details": {"reasoning_tokens": 526}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 262, "prompt_tokens": 646, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1222}}
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{"key": "324ac517cd1c29105abbb9732ce109df167285b803bc5acd03717b4059817b52", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent lab confirms Halvard's latency edge at $7k less per year; trial it to verify its 46 connectors cover our PLCs before signing.\"}", "sample": 0, "usage": {"completion_tokens": 156, "completion_tokens_details": {"reasoning_tokens": 105}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 375, "prompt_tokens": 759, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 915}}
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{"key": "ac202b92c83d242cf503f18ca9e053d5e0a02f7015eb2a4e09fd8931a76dd442", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel is already faster (0.4s vs 1.9s) and has 3x the native connectors, but vendor-measured numbers need validating on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 154, "completion_tokens_details": {"reasoning_tokens": 97}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 192, "prompt_tokens": 704, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 858}}
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{"key": "d144172c117b179d2659732adae998b2de2f3396f590fa51d9ee6eba9b300eff", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Operators' main complaint is slow trends, and 0.4 s versus 1.9 s at p95 directly fixes that; the extra cost per site is worth ending the shift-by-shift frustration.\"}", "sample": 0, "usage": {"completion_tokens": 101, "completion_tokens_details": {"reasoning_tokens": 44}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 484, "prompt_tokens": 484, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 585}}
{"key": "4aafa3bb9d97e52a6c112894950456201435f952010364baca765a331fba2aee", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cut custom integration work across our roughly thirty PLC/SCADA vendors, which outweighs the higher price and slower query latency.\"}", "sample": 0, "usage": {"completion_tokens": 162, "completion_tokens_details": {"reasoning_tokens": 121}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 642}}
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{"key": "ebce2bf54a39a8bf5498e0acf2dd60436146f3dce434d2626a32aeea44acb285", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":35,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 251, "completion_tokens_details": {"reasoning_tokens": 198}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 482, "prompt_tokens": 1122, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1373}}
{"key": "69555e07c0e726e8632e7a77937c198bfdd90a3f3773b4a93fcdca0cfe18e0c3", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Need to validate whether Corvel's latency advantage justifies the premium on our own tags.\"}", "sample": 0, "usage": {"completion_tokens": 335, "completion_tokens_details": {"reasoning_tokens": 296}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 325, "prompt_tokens": 709, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1044}}
{"key": "89e149b1a122966755552b289ea9928d70c544d827f2d15babeadfcbafa22898", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Latency and price still favor Halvard, but vendor-measured numbers need validating on our own tags before I commit.\"}", "sample": 0, "usage": {"completion_tokens": 224, "completion_tokens_details": {"reasoning_tokens": 182}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 328, "prompt_tokens": 712, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 936}}
{"key": "f2cf56840896786489ba4d544fbcba553677585d4ef35816d915ac59471a9d8c", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent test just confirms both vendors' numbers, and 140 native connectors still cuts more integration work than 1.9s trend latency costs us; trial Corvel to verify it covers our actual vendor mix before signing.\"}", "sample": 0, "usage": {"completion_tokens": 153, "completion_tokens_details": {"reasoning_tokens": 86}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 376, "prompt_tokens": 760, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 913}}
{"key": "4e7f43186449d58da9422263f5b9558047c31c80c1fddcdb165b982f883cada0", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":18,\"weight_connector_coverage\":24,\"weight_price\":33,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 203, "completion_tokens_details": {"reasoning_tokens": 151}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 477, "prompt_tokens": 1117, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1320}}
{"key": "97ba18e0d4bcbce656a98e634de71d6ec1f4eb44fa5fdb2ddf5b097a984fb044", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent results confirm the latency and price edge that matters most; connectors go through OPC UA, but I'd trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 77, "completion_tokens_details": {"reasoning_tokens": 31}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 239, "prompt_tokens": 751, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 828}}
{"key": "21660d045e388b2c3cfbbaa652605d9896bb5120e638f362d7b6ce678d59898d", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors best cover our ~30 PLC/SCADA vendors, cutting custom integration work, and it is faster.\"}", "sample": 0, "usage": {"completion_tokens": 194, "completion_tokens_details": {"reasoning_tokens": 157}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 674}}
{"key": "392469ed3ef4c9192a146e31231b06ad16be37a33e3c088b0e6aa4c8ce09f3ff", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -3}", "sample": 0, "usage": {"completion_tokens": 216, "completion_tokens_details": {"reasoning_tokens": 159}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 292, "prompt_tokens": 676, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 892}}
{"key": "db2b48852c3901c3967fbef1eb509fe2d43f90b56b492b3876995f1b859896d4", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Halvard's own number still shows trends 5x slower; I'd pilot Corvel on our tags to confirm 0.4 s holds on our hardware.\"}", "sample": 0, "usage": {"completion_tokens": 210, "completion_tokens_details": {"reasoning_tokens": 154}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 329, "prompt_tokens": 713, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 923}}
{"key": "67790412938b5e4db5e7cfd62a66a577270cee5004ae5b26b8170e128b69a6e9", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms the numbers, and 1.9 s is fine for our operators; I still can't justify $7k more to finance.\"}", "sample": 0, "usage": {"completion_tokens": 200, "completion_tokens_details": {"reasoning_tokens": 150}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 242, "prompt_tokens": 754, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 954}}
{"key": "988773ea0dc293f635e808b7a8df00ad8bab12abc09b029b532dbfb6ec24c87d", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Nothing changed my connector-coverage reasoning, but vendor-measured numbers need a hands-on proof, so trial both before signing.\"}", "sample": 0, "usage": {"completion_tokens": 171, "completion_tokens_details": {"reasoning_tokens": 129}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 262, "prompt_tokens": 646, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 817}}
{"key": "0e4f172e108d6323460a2214c3db0307466a00527646df4ca19abbfa86fefdce", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Vendor latency claims need verification on our own tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 549, "completion_tokens_details": {"reasoning_tokens": 517}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 195, "prompt_tokens": 707, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1256}}
{"key": "1f18c4da5c54f6bca689c695006040075d3bcff8afd2a6b62e5e5066ef5348d1", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7,000 per site per year cheaper, and the trial is already in place; the slower latency and fewer native connectors do not justify the extra cost without a clear requirement.\"}", "sample": 0, "usage": {"completion_tokens": 229, "completion_tokens_details": {"reasoning_tokens": 179}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 487, "prompt_tokens": 487, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 716}}
{"key": "c4d60622ab0174df80214c65f0b95c1ca157f8faa1057c8d291db0071c9a1a38", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 42, \"weight_price\": 18, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -3, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 111, "completion_tokens_details": {"reasoning_tokens": 46}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 421, "prompt_tokens": 1061, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1172}}
{"key": "97f08ec3fbb406130ad84ba4958c59a961e872fb8aa01300a9248dec5784c75a", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Fastest query latency for trend screens, our operators' main complaint, at lower cost.\"}", "sample": 0, "usage": {"completion_tokens": 233, "completion_tokens_details": {"reasoning_tokens": 203}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 485, "prompt_tokens": 485, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 718}}
{"key": "44073d2e112cfa0ad0be7b1962509f237ba9b20b324e47367ee1ae90912dccc9", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Cheaper and lower latency, with OPC UA covering any extra connectors.\"}", "sample": 0, "usage": {"completion_tokens": 357, "completion_tokens_details": {"reasoning_tokens": 327}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 487, "prompt_tokens": 487, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 844}}
{"key": "25ed89d30205a1ee5f7245b5a5420aac9784ee805bffcf6654e4905c05c13466", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Latency claim is vendor-measured note; my binding constraint is still thirty vendor protocols, and 1.9 s p95 is workable for trends.\", \"trial\": \"Both\"}", "sample": 0, "usage": {"completion_tokens": 189, "completion_tokens_details": {"reasoning_tokens": 136}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 329, "prompt_tokens": 713, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 902}}
{"key": "4d4a0120981a4ec8de89151d4a34f040075ef2a1531a7544753d1d9e0d7d2e42", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":38,\"weight_price\":18,\"weight_support_and_uptime\":15,\"weight_other\":9,\"relative_preference\":-1,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 386, "completion_tokens_details": {"reasoning_tokens": 333}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 482, "prompt_tokens": 1122, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1508}}
{"key": "3cfbf06a3d26dbbb6f164de985a15d011c84678e0a416310a29a05dfaadb2444", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"The 1.9 s vs 0.4 s gap could affect operators, so I need a hands-on trial of both before justifying Corvel's premium or accepting Halvard's latency.\"}", "sample": 0, "usage": {"completion_tokens": 198, "completion_tokens_details": {"reasoning_tokens": 142}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 195, "prompt_tokens": 707, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 905}}
{"key": "1ed679039b4d2d01879f402b8a21700de38dad7ab1da21ad1b00848f5f9d4331", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":20,\"weight_price\":35,\"weight_support_and_uptime\":15,\"weight_other\":15,\"relative_preference\":2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 544, "completion_tokens_details": {"reasoning_tokens": 492}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 528, "prompt_tokens": 1168, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1712}}
{"key": "03630f5b56c28bc152519d0f8b45fe7318fff9f6c5b6cafdb19417a27b955f4a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":25,\"weight_price\":35,\"weight_support_and_uptime\":10,\"weight_other\":15,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 319, "completion_tokens_details": {"reasoning_tokens": 273}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 292, "prompt_tokens": 676, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 995}}
{"key": "81f33974eef5c47723901c66db5c5bf9672d1d87089de4d6f9a9620b4bc318d2", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"On reflection 1.9 s is still far better than the minutes-long waits our operators complain about, so the vendor-measured gap may not matter in practice; $35k/yr across five sites is real money, but I want both trialed against our own tag mix before signing.\"}", "sample": 0, "usage": {"completion_tokens": 570, "completion_tokens_details": {"reasoning_tokens": 489}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 282, "prompt_tokens": 666, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1236}}
{"key": "c856284f5c1fd139cb6aa3e410f7e5e0d6e882bb7962a565a664f663ee6fbeec", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its broader native connector coverage still best fits our many vendors, but the vendor-measured claims need hands-on verification.\",\"trial\":\"Both\"}", "sample": 0, "usage": {"completion_tokens": 280, "completion_tokens_details": {"reasoning_tokens": 240}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 258, "prompt_tokens": 642, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 922}}
{"key": "d0b3e7d75c8a0ae65fed658cc4d0f42240fb1ee952f4920fd4c51f6859e2d491", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Latency benchmark must be confirmed on our own tags and site networks before signing.\"}", "sample": 0, "usage": {"completion_tokens": 302, "completion_tokens_details": {"reasoning_tokens": 269}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 192, "prompt_tokens": 704, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1006}}
{"key": "bb22a7f7f54cfd0b220de10c18b4d60529f816492dc5c18b18df4e70b1227e22", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Independent numbers confirm Corvel's far broader native connector coverage, which is my main integration risk; I'd trial both to verify its connectors handle our vendor mix and that 1.9 s latency is acceptable in practice.\"}", "sample": 0, "usage": {"completion_tokens": 223, "completion_tokens_details": {"reasoning_tokens": 163}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 376, "prompt_tokens": 760, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 983}}
{"key": "67c0724690b07bf6884a79403db824463b6b11d2fe0c10216703e46f669fccb4", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 25, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 394, "completion_tokens_details": {"reasoning_tokens": 337}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1075}}
{"key": "ae374a4b12ebf74322d625329108a57f0dcfc3c565b9188babc3dd501a3453f4", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -3, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 136, "completion_tokens_details": {"reasoning_tokens": 71}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 535, "prompt_tokens": 1175, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1311}}
{"key": "52b70bfbcf43ef06f00a018264e98265f5bad67f26f3cc351ac622d54f7e9a79", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"No new information changes the economics; the cheaper option stays defensible, and I would finish validating it in the trial already running.\"}", "sample": 0, "usage": {"completion_tokens": 230, "completion_tokens_details": {"reasoning_tokens": 184}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 278, "prompt_tokens": 662, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 892}}
{"key": "ec28068a804e95390f0b0299cd031b7717000ae8e4d91cf8cac4502a18389b26", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 394, "completion_tokens_details": {"reasoning_tokens": 337}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1075}}
{"key": "027b8bf516db94f6a3ef7715a7f35d5cf952fab6fa89e32ebe9149c61cf12ae8", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Independent testing confirms Corvel's latency edge on identical hardware, which is exactly our operators' pain point; a hands-on trial of both against our real tags and queries will validate it before committing across five sites.\"}", "sample": 0, "usage": {"completion_tokens": 156, "completion_tokens_details": {"reasoning_tokens": 93}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 396, "prompt_tokens": 780, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 936}}
{"key": "47dc30beb53cb56c1cfa03d66ca38311f22921419ebefc255fdde8c57106ae18", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent tests confirm Corvel's speed and 140 native connectors, which cover our many PLC/SCADA vendors; I'd verify connector fit in a trial.\"}", "sample": 0, "usage": {"completion_tokens": 126, "completion_tokens_details": {"reasoning_tokens": 76}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 372, "prompt_tokens": 756, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 882}}
{"key": "638d80844a9691771f2047c6cfa21c4627554ef7068c9c8d8d8b016e56973eab", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 694, "completion_tokens_details": {"reasoning_tokens": 637}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 292, "prompt_tokens": 676, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1370}}
{"key": "8a2f43e96951ed6a5fe0bcf346821660f492ae9d85181501824a3dfc3a322ad3", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":20,\"weight_price\":35,\"weight_support_and_uptime\":20,\"weight_other\":10,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 237, "completion_tokens_details": {"reasoning_tokens": 191}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 292, "prompt_tokens": 676, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 913}}
{"key": "ee024279be61dfb4857239ad9d869a71c82a2ea2ddbff3a5be0ea525d1f32fff", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 25, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 112, "completion_tokens_details": {"reasoning_tokens": 47}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1178}}
{"key": "65405cfc911319e45f87baee2f159ae1b4827faf582d2ce4e4521daa48bdbe75", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":20,\"weight_price\":38,\"weight_support_and_uptime\":10,\"weight_other\":17,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 252, "completion_tokens_details": {"reasoning_tokens": 200}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 410, "prompt_tokens": 1050, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1302}}
{"key": "205b22f38c98c71c43d61ac87b1d651571acd272f868ca49b8fef680e8a433e5", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Fastest trend queries at lower cost, and our existing Halvard trial lets us validate it before signing.\"}", "sample": 0, "usage": {"completion_tokens": 374, "completion_tokens_details": {"reasoning_tokens": 333}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 256, "prompt_tokens": 640, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1014}}
{"key": "c2f850588c1171bbeb76d0cf6494ddfcfd71bbbad6b4b1c130a57a13ff2793ca", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"No new evidence justifies $7k/site more; Halvard already trialed, faster and OPC UA covers gaps.\"}", "sample": 0, "usage": {"completion_tokens": 330, "completion_tokens_details": {"reasoning_tokens": 290}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 258, "prompt_tokens": 642, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 972}}
{"key": "3ceda8800c496476f60650b238e910b1829897dc72dd6c8647f0012d4714b208", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 267, "completion_tokens_details": {"reasoning_tokens": 210}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 297, "prompt_tokens": 681, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 948}}
{"key": "95bc2dc6c2579fbc92ff9c165192e1b7d1633d8bf2003528c6fd0488ff210857", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Latency claim is worth verifying, but 1.9 s is still usable, and covering thirty vendor protocols natively saves far more engineering time than 1.5 s per trend.\"}", "sample": 0, "usage": {"completion_tokens": 174, "completion_tokens_details": {"reasoning_tokens": 120}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 329, "prompt_tokens": 713, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 887}}
{"key": "3741a73a11a47d24771d394a748351e5d72f2a2adb09e081dde7e5b7885e6e88", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 22, \"weight_connector_coverage\": 40, \"weight_price\": 18, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -3, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 201, "completion_tokens_details": {"reasoning_tokens": 136}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 488, "prompt_tokens": 1128, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1329}}
{"key": "425b47d34d91324388a2f3f42237d1fa318ea72318826bc84ad02666f3f93e97", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 397, "completion_tokens_details": {"reasoning_tokens": 340}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 292, "prompt_tokens": 676, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1073}}
{"key": "e24ffa292341f14b64b2370b1427d442f2c3236e9bbe7f48651ac4d97f7ebcc7", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 112, "completion_tokens_details": {"reasoning_tokens": 47}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1178}}
{"key": "0cc7fe87c8b4fed27d26ee908bd446e9444b55ccfba9f4edd03382a5674bbc1e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":18,\"weight_connector_coverage\":25,\"weight_price\":28,\"weight_support_and_uptime\":15,\"weight_other\":14,\"relative_preference\":0,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 315, "completion_tokens_details": {"reasoning_tokens": 263}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 481, "prompt_tokens": 1121, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1436}}
{"key": "4550b995723f72fa33fc72a50e950fd86dea018757d55ca9902ad8101a630cba", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Faster query latency (0.4s vs 1.9s) directly addresses operator complaints about slow trend screens, and more native connectors reduce integration effort.\"}", "sample": 0, "usage": {"completion_tokens": 620, "completion_tokens_details": {"reasoning_tokens": 573}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 485, "prompt_tokens": 485, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 1105}}
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{"key": "0fd4dad4b71ab5584f2f2c4364f43bc50082c27dbd9091de66c039675dc5a033", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent testing confirms Corvel's 0.4s latency, which fixes our main operator complaint; the $7k/site premium is worth it, and I'd trial Corvel hands-on since I already know Halvard from the expiring licence.\"}", "sample": 0, "usage": {"completion_tokens": 181, "completion_tokens_details": {"reasoning_tokens": 107}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 387, "prompt_tokens": 771, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 952}}
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{"key": "75613ada884399d6609388c718f1f6d0d3f5cf536b952332914e4df34a910e73", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":18,\"weight_connector_coverage\":18,\"weight_price\":34,\"weight_support_and_uptime\":20,\"weight_other\":10,\"relative_preference\":2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 169, "completion_tokens_details": {"reasoning_tokens": 117}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 477, "prompt_tokens": 1117, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1286}}
{"key": "0bfe423e1ea7234d9b604a391eb0722dbb0d2f96201d07d4cadd95a6f193a606", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 35, \"weight_connector_coverage\": 15, \"weight_price\": 25, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -1, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 294, "completion_tokens_details": {"reasoning_tokens": 229}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 426, "prompt_tokens": 1066, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1360}}
{"key": "63a6ad04e2730a680bec37487d85020c94f35a2a6862803303a12a4fb289704e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 15, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 391, "completion_tokens_details": {"reasoning_tokens": 334}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 300, "prompt_tokens": 684, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1075}}
{"key": "6d59b8d89fa97dca028b31fa7153924360771b296eb517d75563af2c9522035d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 112, "completion_tokens_details": {"reasoning_tokens": 47}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 536, "prompt_tokens": 1176, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1288}}
{"key": "234a948dcdb00d363d58e077436c4009d9f08a3f714a51aa06ed6f4e516cfc0c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 47, \"weight_connector_coverage\": 16, \"weight_price\": 19, \"weight_support_and_uptime\": 10, \"weight_other\": 8, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 139, "completion_tokens_details": {"reasoning_tokens": 74}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1272}}
{"key": "31de907b9f455b75e1d8ace0d7dcd7fb7b5a1c4c31712dd305fd10e91a5f0565", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Halvard's own 1.9 s is still slower than Corvel's 0.4 s, but both figures are vendor-measured on reference hardware, so I want both verified on our mixed-vendor plant.\"}", "sample": 0, "usage": {"completion_tokens": 179, "completion_tokens_details": {"reasoning_tokens": 112}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 329, "prompt_tokens": 713, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 892}}
{"key": "af3cf4f4bf55f02ce1102b3e272aeced2d04023da7772dbc1ae6715b894cd856", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Nothing changed; Halvard still wins on trend speed and price, but I would validate its latency and connector coverage against Corvel in a hands-on trial before signing.\"}", "sample": 0, "usage": {"completion_tokens": 170, "completion_tokens_details": {"reasoning_tokens": 120}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 266, "prompt_tokens": 650, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 820}}
{"key": "3d04fc33d1ea204ff6ecdac6d2263104eb4422adc9e2cfb850fe8829c93549fe", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -1, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 65, "completion_tokens_details": {"reasoning_tokens": 0}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 540, "prompt_tokens": 1180, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1245}}
{"key": "aa2fa0ef434e86be157e2edda03592ae7532c4b65a3f267effbfbb47f00555bd", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Halvard's message makes latency the deciding factor, and 0.4 s beats 1.9 s, but I would verify Corvel's number on our own tags and shift patterns before signing.\"}", "sample": 0, "usage": {"completion_tokens": 176, "completion_tokens_details": {"reasoning_tokens": 112}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 340, "prompt_tokens": 724, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 900}}
{"key": "d947fd1ffade9e4d5c4fd1226ba7325e63c51599b6361aa15dd2d632a349ba6d", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 0.4 s p95 trend latency directly addresses our operators\u2019 main complaint about slow trend screens, and the extra cost is justified across five sites.\"}", "sample": 0, "usage": {"completion_tokens": 157, "completion_tokens_details": {"reasoning_tokens": 114}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 637}}
{"key": "cc553b5159ef77f15e3be5ca48f2a7fc7c60081f7995e9fb5f59018e796d53f8", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Independent numbers match vendor claims, so 140 native connectors still outweighs latency and cost here; confirm both hands-on, especially Corvel's 1.9 s queries.\"}", "sample": 0, "usage": {"completion_tokens": 139, "completion_tokens_details": {"reasoning_tokens": 88}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 372, "prompt_tokens": 756, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 895}}
{"key": "ec235a85a034e95bf89270156265af8af6af700344c864ad7b12ad51ec2bd566", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 20, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 208, "completion_tokens_details": {"reasoning_tokens": 143}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 422, "prompt_tokens": 1062, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1270}}
{"key": "b1e5d8c72839aa1147bd28b2ec67f2eebff0203dbf175c6c4cfedc4b6f7348b8", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cut integration work across our many vendors, and faster queries justify the price premium.\"}", "sample": 0, "usage": {"completion_tokens": 143, "completion_tokens_details": {"reasoning_tokens": 111}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 626}}
{"key": "720ec2f49313be57f6ee76cec8be30c47f69f3276b979eae209405e6bfaef6fe", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Neither\",\"why\":\"Sticking with the cheaper option already trialed; Corvel's extras don't justify the premium.\"}", "sample": 0, "usage": {"completion_tokens": 246, "completion_tokens_details": {"reasoning_tokens": 209}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 259, "prompt_tokens": 643, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 889}}
{"key": "421bec02fcf162d85c638af62dc029b946ae156d6154b8c35b36e2322879652f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 305, "completion_tokens_details": {"reasoning_tokens": 240}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 427, "prompt_tokens": 1067, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1372}}
{"key": "3b4fb7c322f03b5ea3dac9ef79f38e4912f0da4bc8d2c32a8011e33971156827", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 229, "completion_tokens_details": {"reasoning_tokens": 164}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 429, "prompt_tokens": 1069, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1298}}
{"key": "60b28e5b685f130b9f66fd8d4b8cefb4ad182ef10c979f03db83ac1434bd1c73", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 42, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 8, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 208, "completion_tokens_details": {"reasoning_tokens": 143}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 489, "prompt_tokens": 1129, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1337}}
{"key": "4ab0cf54a55b9a2974cc172f96c99150497899cb224dd3b4281f0f09207a5a8c", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Cheaper ($19k vs $26k) and faster query latency (0.4s vs 1.9s), meeting our needs without extra cost.\"}", "sample": 0, "usage": {"completion_tokens": 227, "completion_tokens_details": {"reasoning_tokens": 179}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 709}}
{"key": "3f48bb9386e5d3bcb6bfcd97de5151e607ea6e470169ea5d9c4ad15b447cf969", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent testing confirms Halvard's much faster trends and lower price; the connector gap is covered by OPC UA, so I'd trial Halvard hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 96, "completion_tokens_details": {"reasoning_tokens": 42}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 380, "prompt_tokens": 764, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 860}}
{"key": "ee4f9c595d4a87117c7166d857507349ca6d08a0e5b3d0d14ef69b2132fee74c", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Still cheapest and faster, and our existing Halvard trial lets us validate before committing.\"}", "sample": 0, "usage": {"completion_tokens": 483, "completion_tokens_details": {"reasoning_tokens": 441}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 257, "prompt_tokens": 641, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1124}}
{"key": "7502623bc06a6b2df0622a48fdb09e887c745e600f53e0e7ebb3f2aa504a0a74", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Latency and connector coverage both matter; test each on our own tag base and vendor mix before committing.\"}", "sample": 0, "usage": {"completion_tokens": 73, "completion_tokens_details": {"reasoning_tokens": 35}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 325, "prompt_tokens": 709, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 782}}
{"key": "860a63210b3ee7a0f6578eb6cdcc74a84f29f0251f2b77afc7fdc3270d2eb699", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":45,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-3}", "sample": 0, "usage": {"completion_tokens": 231, "completion_tokens_details": {"reasoning_tokens": 184}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 911}}
{"key": "d0b17311f4066eed69ef2f647a358a5ee9b32d6c4eb78fdfb325c473c1f22afe", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel\u2019s latency best addresses operator complaints, but I\u2019d trial both to validate vendor-measured trend performance in our plants before signing.\"}", "sample": 0, "usage": {"completion_tokens": 165, "completion_tokens_details": {"reasoning_tokens": 119}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 264, "prompt_tokens": 648, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 813}}
{"key": "ed534d41954288fd3d5aab7b75e5e414f508bb44ac4b852a7fffe40f0a2530c1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 20, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 194, "completion_tokens_details": {"reasoning_tokens": 129}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 536, "prompt_tokens": 1176, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1370}}
{"key": "e20f792b9fa4657d44645e6bfc61af146c903fb12cb27b7c7ad11af1f21faa00", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"More native connectors reduce integration work for our thirty vendors.\"}", "sample": 0, "usage": {"completion_tokens": 437, "completion_tokens_details": {"reasoning_tokens": 412}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 920}}
{"key": "ea971d1daff27115590254229a85a62a8ad8f00d31ebd7fbacfc7c86822dca88", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 13, \"weight_price\": 22, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 299, "completion_tokens_details": {"reasoning_tokens": 234}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 493, "prompt_tokens": 1133, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1432}}
{"key": "bea4d605fc515bad6f27e5128764e1e474abd6d1b8eb6ef7c31beeac446aef72", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Still cheaper and faster; trial Halvard to confirm it covers our legacy historian migration and connector needs.\"}", "sample": 0, "usage": {"completion_tokens": 139, "completion_tokens_details": {"reasoning_tokens": 94}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 271, "prompt_tokens": 655, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 794}}
{"key": "5940174bf57c04dfaa3ff82c7712c80bae9802fd37ea241e3a8086bc746f5ee5", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms it is faster and $7k cheaper per site; trial only to verify its 46 connectors cover our plant systems.\"}", "sample": 0, "usage": {"completion_tokens": 136, "completion_tokens_details": {"reasoning_tokens": 84}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 371, "prompt_tokens": 755, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 891}}
{"key": "1d3971c995217a8e385d67cd54ef3c4cea6e31c3808868e63b69f88e6012e91a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 42, \"weight_connector_coverage\": 13, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 153, "completion_tokens_details": {"reasoning_tokens": 88}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 541, "prompt_tokens": 1181, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1334}}
{"key": "a0b5498c7aff94ef80250e82788e3ea720ddd4b0f0613893d41b729ebd8e775f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":45,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-3,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 53, "completion_tokens_details": {"reasoning_tokens": 0}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 415, "prompt_tokens": 1055, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1108}}
{"key": "b35279dcc3075e48798a45e815100f51edaf194428ad075d5c5dba7ad2307336", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Latency remains the decisive factor, but I would verify it hands-on with our own tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 177, "completion_tokens_details": {"reasoning_tokens": 137}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 333, "prompt_tokens": 717, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 894}}
{"key": "4c21263d60e960db7aa733841f4975cff348672cb303cd838ede911e93cb0dce", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"It meets the site's needs at the lower cost, avoiding a $7,000 premium finance would challenge.\"}", "sample": 0, "usage": {"completion_tokens": 229, "completion_tokens_details": {"reasoning_tokens": 192}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 482, "prompt_tokens": 482, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 711}}
{"key": "813fc52607752fcd19089ba43747574d86ac5fecd9537bdedb5878a9fd6f463b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":15,\"weight_price\":35,\"weight_support_and_uptime\":15,\"weight_other\":20,\"relative_preference\":2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 627, "completion_tokens_details": {"reasoning_tokens": 575}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 418, "prompt_tokens": 1058, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1685}}
{"key": "70f82e44f5303274c179045f2ecf41ac5fe37e2fa8305d4321b9786106bb78c7", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 25, \"weight_price\": 35, \"weight_support_and_uptime\": 15, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 230, "completion_tokens_details": {"reasoning_tokens": 165}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 543, "prompt_tokens": 1183, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1413}}
{"key": "b86712e7df8698005145d2f763b5987bb955476059d499d445fc5b4c1aff12da", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":45,\"weight_connector_coverage\":15,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":5,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 555, "completion_tokens_details": {"reasoning_tokens": 508}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1237}}
{"key": "6792eaf33afbcd4acf8d1effe19f119151734c16dbc5b69c3e672128ae725f05", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"No new information changes the fit: Corvel's broader native connectors and lower latency outweigh the price premium, but I'd trial it hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 423, "completion_tokens_details": {"reasoning_tokens": 374}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 256, "prompt_tokens": 640, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1063}}
{"key": "cdaa7f1f84870bb836b7fd78a469528895e0b3ee492ee1c387215f7c6616c11a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 20, \"weight_support_and_uptime\": 20, \"weight_other\": 5, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 212, "completion_tokens_details": {"reasoning_tokens": 147}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 489, "prompt_tokens": 1129, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1341}}
{"key": "449d94a926a49825c833f9165a8eab9f8ca8225ae2c027043b20af7d32c2fedb", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Neither\",\"why\":\"Independent test confirms our Halvard trial figures; 1.9 s is fine for our trends and $7k/site savings is defensible to finance.\"}", "sample": 0, "usage": {"completion_tokens": 420, "completion_tokens_details": {"reasoning_tokens": 371}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 373, "prompt_tokens": 757, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1177}}
{"key": "fc4b0b57c09ad4f38ed089390420a2f4ba4e675615f8c4f00781b2c1c8d1c1b9", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 302, "completion_tokens_details": {"reasoning_tokens": 245}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 982}}
{"key": "aa4f38da6fe78ab675a13829cec45f4f4695083746b19c7ccecd8eeffb38ed32", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing confirms the latency gap that addresses our operators' top complaint, so I would validate Corvel in our own plant before signing.\"}", "sample": 0, "usage": {"completion_tokens": 215, "completion_tokens_details": {"reasoning_tokens": 170}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 378, "prompt_tokens": 762, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 977}}
{"key": "77f7e5396618a176dfdc1397eda06cc54fd9bd4677d31c70931432fc6988971c", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Operators' main complaint is slow trends, and Halvard's 0.4 s p95 beats Corvel's 1.9 s at a lower price; OPC UA covers the connectors we'd lose.\"}", "sample": 0, "usage": {"completion_tokens": 161, "completion_tokens_details": {"reasoning_tokens": 102}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 644}}
{"key": "9e59bce76e124343759cd0f3eeb209e54c15e32b9fe33b98bb2416a50c10264c", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Native connectors matter most across thirty vendors; trial Corvel to verify latency and integration before signing.\"}", "sample": 0, "usage": {"completion_tokens": 252, "completion_tokens_details": {"reasoning_tokens": 210}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 249, "prompt_tokens": 633, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 885}}
{"key": "673289d1c96e696cb1920f9d571f8376c5fbfc48704ed20bd83aecf85f9cdd9d", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard's latency edge and lower price; trial it to verify the 46 connectors cover our plant.\"}", "sample": 0, "usage": {"completion_tokens": 180, "completion_tokens_details": {"reasoning_tokens": 131}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 385, "prompt_tokens": 769, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 949}}
{"key": "a95f590c17b0e8268798d5c0aae2924de3c2083815cbc03757ac9ab808194c28", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":45,\"weight_price\":15,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-3,\"source_independence\":6}", "sample": 0, "usage": {"completion_tokens": 133, "completion_tokens_details": {"reasoning_tokens": 80}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 529, "prompt_tokens": 1169, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1302}}
{"key": "e246e2fbdf46899177bb96e4b66a2967a9f6a98b546cbc67ed7b73b9baacbc0e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 42, \"weight_connector_coverage\": 15, \"weight_price\": 18, \"weight_support_and_uptime\": 10, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 203, "completion_tokens_details": {"reasoning_tokens": 138}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 494, "prompt_tokens": 1134, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1337}}
{"key": "40aed0383671629c278b228558b93dd35de1bc2f268718cfdb6d7129d02ff385", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":20,\"weight_price\":35,\"weight_support_and_uptime\":15,\"weight_other\":15,\"relative_preference\":2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 239, "completion_tokens_details": {"reasoning_tokens": 187}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 532, "prompt_tokens": 1172, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1411}}
{"key": "25447cca7e4c38b598be6cc6484c9b308381f4501f0133ef6ebfba80333394d8", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"The independent test confirms Corvel's 4x faster queries and 140 connectors, which matter most for our 30-vendor mix; I'd trial it hands-on before signing since my Halvard trial is ending.\"}", "sample": 0, "usage": {"completion_tokens": 111, "completion_tokens_details": {"reasoning_tokens": 49}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 242, "prompt_tokens": 754, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 865}}
{"key": "eaccf7b0672a97ad25d5625e123fdc9fb0a83b830479a5212d295591f87d1d2f", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Trend speed is our main operator complaint, and 0.4 s versus 1.9 s at p95 is worth the extra cost.\"}", "sample": 0, "usage": {"completion_tokens": 161, "completion_tokens_details": {"reasoning_tokens": 121}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 644}}
{"key": "fbd8558d67ba3142a4a790983e4de3cc9bf0820bc2579a604cd2713aae6bcc77", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": 3}", "sample": 0, "usage": {"completion_tokens": 289, "completion_tokens_details": {"reasoning_tokens": 232}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 293, "prompt_tokens": 677, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 966}}
{"key": "a34d4b45690fc01c4b8d65671e4c2528b72248de9f340ba43394d46327bd0193", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 32, \"weight_support_and_uptime\": 15, \"weight_other\": 13, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 272, "completion_tokens_details": {"reasoning_tokens": 207}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 496, "prompt_tokens": 1136, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1408}}
{"key": "09bd3b3664eaf114f268844602c71e4e1aada4c3bb22b7ebce63ff582faf9c7a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 190, "completion_tokens_details": {"reasoning_tokens": 125}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 425, "prompt_tokens": 1065, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1255}}
{"key": "160f3f0cae7785bbba928a9d535b367d6dcac0800c1655be595901fc9396d082", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Nothing new justifies the $7,000 premium; trial Halvard to confirm connectors and migration fit.\"}", "sample": 0, "usage": {"completion_tokens": 342, "completion_tokens_details": {"reasoning_tokens": 297}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 260, "prompt_tokens": 644, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 986}}
{"key": "c55a1b305e53c00d43fc68b7eb1d7432a27a1d7030b0392dd7b99dd9d939c73d", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel\u2019s 0.4 s p95 is far better for our operators\u2019 main pain point, but both vendors\u2019 latency claims are vendor-measured, so I\u2019d verify them on our tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 239, "completion_tokens_details": {"reasoning_tokens": 175}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 331, "prompt_tokens": 715, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 954}}
{"key": "776e0b42833b6854e34d607e345cf60cc138fc248303b0b57c9ac39deb360ba7", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty vendors, avoiding custom integration work despite the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 139, "completion_tokens_details": {"reasoning_tokens": 106}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 487, "prompt_tokens": 487, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 626}}
{"key": "aa56d662f121c7c7f6691d603a0e898cc5e6acbc26248134a10d23be1af31424", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent test confirms both claims, so connector breadth still wins; trial Corvel to validate in our plant.\"}", "sample": 0, "usage": {"completion_tokens": 172, "completion_tokens_details": {"reasoning_tokens": 128}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 235, "prompt_tokens": 747, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 919}}
{"key": "99e8f6a4e1fdc054e38627f24d0c10cde706100b630282d22c3402bf2adb2f1a", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Still cheaper and faster; vendor's pitch doesn't change the numbers, so I'll trial it on our own tags to confirm the 0.4 s latency before signing.\"}", "sample": 0, "usage": {"completion_tokens": 224, "completion_tokens_details": {"reasoning_tokens": 164}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 338, "prompt_tokens": 722, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 946}}
{"key": "f126ae9b3fb27aa5d21c673cd5471ff2b5400757d450b8c408a59d1eb086a4ba", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Halvard Historian\", \"why\": \"Vendor-measured latency isn't enough; I'd validate Halvard's trend speed on our own tags before signing, especially with the Corvel trial expiring soon.\"}", "sample": 0, "usage": {"completion_tokens": 292, "completion_tokens_details": {"reasoning_tokens": 232}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 283, "prompt_tokens": 667, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 959}}
{"key": "06792a6736f29384bc0464b32714389bcbfa3f7d2830869f85d14c5422ba4a7e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":42,\"weight_price\":13,\"weight_support_and_uptime\":15,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 256, "completion_tokens_details": {"reasoning_tokens": 203}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 482, "prompt_tokens": 1122, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1378}}
{"key": "0374df1ac322ea1bf37a9a6f669c7f6aa9b69c3760850bae5751ed44474e47ee", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Corvel Stream\",\"why\":\"Halvard's note makes latency relevant, but I need hands-on proof Corvel's speed justifies $14k/yr more before finance signs off.\"}", "sample": 0, "usage": {"completion_tokens": 466, "completion_tokens_details": {"reasoning_tokens": 418}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 326, "prompt_tokens": 710, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1176}}
{"key": "7b3bc72354e5e9e9fa15a72c92de5206e2e382e651248637cfca7f568eb9af11", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": 3, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 211, "completion_tokens_details": {"reasoning_tokens": 146}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 422, "prompt_tokens": 1062, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1273}}
{"key": "4ec6e97fc61ca29250580afbddde24e398c05e9c80b1e618341db6bcff84655d", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Broader native connectivity cuts custom integration across our many vendors, and faster queries justify the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 243, "completion_tokens_details": {"reasoning_tokens": 212}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 487, "prompt_tokens": 487, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 730}}
{"key": "7b7aaca9ca0d32de462ef7c90fb36c52b09e8eb6f1c14f04eedc911097f49d67", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":18,\"weight_price\":33,\"weight_support_and_uptime\":15,\"weight_other\":14,\"relative_preference\":2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 335, "completion_tokens_details": {"reasoning_tokens": 283}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 485, "prompt_tokens": 1125, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1460}}
{"key": "cbed3ccb649f1fe9157db37037d9da07761d6c1237507747c19e9a69e1289fa1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 180, "completion_tokens_details": {"reasoning_tokens": 115}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 539, "prompt_tokens": 1179, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1359}}
{"key": "09200eca3c231a6e20005657cd6b3ca5c7833177552b0c72f89d352fef7c9964", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"Cheaper and faster; validate both latency claims on our hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 694, "completion_tokens_details": {"reasoning_tokens": 657}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 324, "prompt_tokens": 708, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1402}}
{"key": "38f075b522b22b14f1a7faebf7701d269468980278dbff9a9c9fe8ddf465d672", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard's latency lead and lower price; we already know Corvel hands-on from our expiring trial, so trial Halvard before signing.\"}", "sample": 0, "usage": {"completion_tokens": 143, "completion_tokens_details": {"reasoning_tokens": 86}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 397, "prompt_tokens": 781, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 924}}
{"key": "1b748913361c95564434bae0c8d11692e6794d01fbce0009ae585394724b8694", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": 3, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 65, "completion_tokens_details": {"reasoning_tokens": 0}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 536, "prompt_tokens": 1176, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1241}}
{"key": "b70ba9565558bb5b6fa2fb9c4d7743b8f6ec08e8435870941230c27568b5534d", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"Independent numbers match, and 1.9 s p95 is still fine for trends, so the cheaper option stands unless a trial shows otherwise.\"}", "sample": 0, "usage": {"completion_tokens": 262, "completion_tokens_details": {"reasoning_tokens": 211}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 374, "prompt_tokens": 758, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1020}}
{"key": "82708ab2ec99cbf761dba264c7d146cb20bce84ab287666b8cfb613f1f8f01d5", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Neither\",\"why\":\"Nothing has changed: my operators' top complaint is slow trend screens, and Corvel's 0.4 s p95 still beats Halvard's 1.9 s, so the premium is justified.\"}", "sample": 0, "usage": {"completion_tokens": 390, "completion_tokens_details": {"reasoning_tokens": 332}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 264, "prompt_tokens": 648, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1038}}
{"key": "c8fb92bc7f4e727cbce0ba0117638fce4f83d44020db7be95c61e63a150a9ccc", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Cheaper and lower latency; extra connectors don't justify $14k/year more for two sites.\"}", "sample": 0, "usage": {"completion_tokens": 200, "completion_tokens_details": {"reasoning_tokens": 165}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 683}}
{"key": "024c0c0f88df28221ac7d001b4db0696e22ee3429fc79143121ceddb9d149bff", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Both\", \"why\": \"Need hands-on validation of latency versus connector coverage before signing.\"}", "sample": 0, "usage": {"completion_tokens": 304, "completion_tokens_details": {"reasoning_tokens": 270}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 188, "prompt_tokens": 700, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1004}}
{"key": "ff0dd87b0ee3db904407a653a03bdae00ff93b86bff8075a3c4e010bb97d018e", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel leads on native connectors and query latency; Halvard's note doesn't change that, but I'd validate both hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 554, "completion_tokens_details": {"reasoning_tokens": 509}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 195, "prompt_tokens": 707, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1261}}
{"key": "95642a5d70b8efff44682294a278d795886f4422bd900fdcda2534da3622205c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 20, \"weight_price\": 35, \"weight_support_and_uptime\": 20, \"weight_other\": 15, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 326, "completion_tokens_details": {"reasoning_tokens": 269}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 295, "prompt_tokens": 679, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1005}}
{"key": "3e7c803791fe22841d7b2b18cf06c8a970c4193990f1cb8a0f991a90eb0edb3e", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Connector coverage outweighs latency and price; validate it hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 388, "completion_tokens_details": {"reasoning_tokens": 354}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 261, "prompt_tokens": 645, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1033}}
{"key": "5e1d73cee814c696136ebb3bf3867237446201a0c14303e01d68306fb7e347eb", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Cheaper per site and adequate; Corvel's faster queries and extra connectors don't justify a $14,000 annual premium.\"}", "sample": 0, "usage": {"completion_tokens": 146, "completion_tokens_details": {"reasoning_tokens": 108}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 629}}
{"key": "d80eb5a462cebc544557ce884daf777e64ee7210e579e50310880a4711a4a376", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":15,\"weight_price\":25,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":-1,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 198, "completion_tokens_details": {"reasoning_tokens": 145}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 417, "prompt_tokens": 1057, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1255}}
{"key": "91dac857072ce55169cf1e06aad086b23fc3d7b33449c0232f25d9c852d4686a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 25, \"weight_price\": 15, \"weight_support_and_uptime\": 5, \"weight_other\": 15, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 598, "completion_tokens_details": {"reasoning_tokens": 541}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 293, "prompt_tokens": 677, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1275}}
{"key": "0c23fa7c3970790ec69f1e21c787024d22a0439d8d97ea91f44d8709e7cbd321", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":20,\"weight_connector_coverage\":20,\"weight_price\":35,\"weight_support_and_uptime\":10,\"weight_other\":15,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 246, "completion_tokens_details": {"reasoning_tokens": 200}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 926}}
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{"key": "7784edc1149150b40cc2179dab8683a51068f6cb28b9197d54c80e95198365f6", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard is ~5x faster on trend queries and $7k cheaper per site - speed is exactly what our operators complain about.\"}", "sample": 0, "usage": {"completion_tokens": 148, "completion_tokens_details": {"reasoning_tokens": 103}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 389, "prompt_tokens": 773, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 921}}
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{"key": "dab9af891f3d2416a836699dcb9edf99a715f03ad7457d9ab051a0bb033a9c63", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Corvel Stream\",\"why\":\"Still favor Corvel's connector breadth, but those are vendor claims; I won't sign until a trial proves the integration work and latency in our plant.\"}", "sample": 0, "usage": {"completion_tokens": 160, "completion_tokens_details": {"reasoning_tokens": 110}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 253, "prompt_tokens": 637, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 797}}
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{"key": "e4deb684c438ba685eec6186e8fe1cd6c3d01c1e36bbdce83c89e9ef616d4e74", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is cheaper and faster, and our trial already covers the likely connector needs.\"}", "sample": 0, "usage": {"completion_tokens": 181, "completion_tokens_details": {"reasoning_tokens": 153}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 487, "prompt_tokens": 487, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 668}}
{"key": "80dc9e0774d66e8e395ba87b032b7fca325d378d75cd905aaa698738ebc9cf3f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 15, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 247, "completion_tokens_details": {"reasoning_tokens": 182}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 492, "prompt_tokens": 1132, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1379}}
{"key": "891e8a3c082913ceb944cbe580c2479f13ae60ed86a46d2f0d2fa77d8096604e", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Latency is exactly what my operators complain about, and the 4x gap holds on comparable vendor numbers; I'd still run Halvard on our own tags before signing, since we already know Corvel's feel from the trial licence.\"}", "sample": 0, "usage": {"completion_tokens": 230, "completion_tokens_details": {"reasoning_tokens": 157}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 342, "prompt_tokens": 726, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 956}}
{"key": "ce4804b22020b6d6d6b1147d32c5c79b8871fca9b67fba8711d84ab6e070faef", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent testing confirms its much lower latency, which directly addresses our operators\u2019 main complaint; I\u2019d validate it hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 188, "completion_tokens_details": {"reasoning_tokens": 143}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 371, "prompt_tokens": 755, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 943}}
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{"key": "2f094788a9c8133d8e6ad84d7207af5182f7c07e23ef2685ca60a97187ef9e48", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Much faster trend queries address operator complaints and it's cheaper.\"}", "sample": 0, "usage": {"completion_tokens": 325, "completion_tokens_details": {"reasoning_tokens": 298}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 485, "prompt_tokens": 485, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 810}}
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{"key": "ae7cbfa9aa43cd76b61225efeac985b078d733bbc205eeb7592b99627b717956", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Connector breadth still decides it, but I'd trial both to verify integration and latency claims.\"}", "sample": 0, "usage": {"completion_tokens": 335, "completion_tokens_details": {"reasoning_tokens": 295}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 250, "prompt_tokens": 634, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 969}}
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{"key": "b707ba6af2567aa903595a1a019c60cdaaba4c968ab56e35b2a29aac3af24a61", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty vendor systems, cutting custom integration work enough to justify the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 128, "completion_tokens_details": {"reasoning_tokens": 92}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 481, "prompt_tokens": 481, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 609}}
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{"key": "ee5d81322cb5419ecb02fed672009d035b747b4787aab7457ef61c1c77fa2de4", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 48, \"weight_connector_coverage\": 17, \"weight_price\": 18, \"weight_support_and_uptime\": 10, \"weight_other\": 7, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 221, "completion_tokens_details": {"reasoning_tokens": 156}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 492, "prompt_tokens": 1132, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1353}}
{"key": "faa07e0093bb7c3617e1e5808cc8ab91f9b2fddf8f1d7873a236929b27bbb9fd", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms Corvel's connector breadth and lower latency; the $7k premium is worth avoiding custom integration across thirty vendors, but I'd trial it on our trickiest PLCs first.\"}", "sample": 0, "usage": {"completion_tokens": 183, "completion_tokens_details": {"reasoning_tokens": 126}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 239, "prompt_tokens": 751, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 934}}
{"key": "13ed90c5f151f9f4c9c65a98c58474a4c7924935111ea73edfa31e0b599c9934", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still cheaper and faster, and our existing Halvard trial is already the hands-on basis for signing.\"}", "sample": 0, "usage": {"completion_tokens": 198, "completion_tokens_details": {"reasoning_tokens": 158}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 256, "prompt_tokens": 640, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 838}}
{"key": "dd8e717e65a8382083834227c53abd97f25c66b7cce33d8ec449e5650b47d6e4", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Nothing new changed the case: Halvard is $7k/site cheaper and our existing trial already validates it for our needs.\"}", "sample": 0, "usage": {"completion_tokens": 318, "completion_tokens_details": {"reasoning_tokens": 267}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 270, "prompt_tokens": 654, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 972}}
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{"key": "76855eca76daa2f911505eb14c552a38b85b557f46f85e91e0ff029f86faebeb", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Its faster queries and lower price fit our operator complaints, but I want hands-on validation before signing.\"}", "sample": 0, "usage": {"completion_tokens": 202, "completion_tokens_details": {"reasoning_tokens": 157}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 253, "prompt_tokens": 637, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 839}}
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{"key": "9c45e27a80014cfb026c6d9753fdf62a0818c264f7403266eb8fef2029a5990f", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover my thirty vendors and cut custom integration work, worth the extra cost.\"}", "sample": 0, "usage": {"completion_tokens": 124, "completion_tokens_details": {"reasoning_tokens": 93}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 481, "prompt_tokens": 481, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 605}}
{"key": "f7db05f25f7d25ac32bc724c2f527af5d39039ba84e41a67fa45795a564b13f6", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"why\": \"Faster query latency (0.4s vs 1.9s) directly addresses operator complaints about slow trend screens, and we have trial experience.\"}", "sample": 0, "usage": {"completion_tokens": 548, "completion_tokens_details": {"reasoning_tokens": 503}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 485, "prompt_tokens": 485, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 1033}}
{"key": "c0cc2e3408dcc09beee53f31a4e08b26543f94e6710f7b8f8c816b3aacb21247", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"No new information resolves the trade-off: Corvel's connector breadth versus Halvard's much lower latency and price, so both need hands-on validation in our plants.\"}", "sample": 0, "usage": {"completion_tokens": 207, "completion_tokens_details": {"reasoning_tokens": 157}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 258, "prompt_tokens": 642, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 849}}
{"key": "122d7103994e46b75c0d3b51eecdcf718fd28b7b7e45ef8bb8b9b046c46f6839", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 20, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 15, \"relative_preference\": 0, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 469, "completion_tokens_details": {"reasoning_tokens": 404}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 491, "prompt_tokens": 1131, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1600}}
{"key": "7714ba436e96b2d4bcbafd5b46b00b8b382638fdb0270952089b8b7723c4cf05", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Halvard's 1.9 s is itself the 'seconds to draw' it warns about; Corvel is faster and has 140 connectors, but I'll verify both on our own tags.\"}", "sample": 0, "usage": {"completion_tokens": 254, "completion_tokens_details": {"reasoning_tokens": 198}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 192, "prompt_tokens": 704, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 958}}
{"key": "63887fd415aaea8125864bc87444164f387161bfe8af031a4968e8046d537fe2", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent data confirms faster, cheaper; trial will verify 46 connectors cover my ~30 vendors.\"}", "sample": 0, "usage": {"completion_tokens": 433, "completion_tokens_details": {"reasoning_tokens": 389}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 236, "prompt_tokens": 748, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1181}}
{"key": "d351dbf4f8c4c244b2740ce15f931be1ef40b430377043f6aa0d94f3ad5473df", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 208, "completion_tokens_details": {"reasoning_tokens": 143}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 425, "prompt_tokens": 1065, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1273}}
{"key": "cd47fefee55f9f82bd53a394bc87aaedf0ddaf70a832578842e5d1e83ad02bd7", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Neither\",\"why\":\"Independent test confirms Halvard is faster and $7k/site cheaper; our Halvard trial already covers our connectors, so no extra trial needed.\"}", "sample": 0, "usage": {"completion_tokens": 319, "completion_tokens_details": {"reasoning_tokens": 272}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 242, "prompt_tokens": 754, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1073}}
{"key": "78b5b4e1f1ce9224bf0e1b353d423335caba4de0ca11761ed4965367617f0c02", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard is nearly 5x faster on trend queries and cheaper; connectors gap covered by OPC UA, so trial it hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 160, "completion_tokens_details": {"reasoning_tokens": 102}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 239, "prompt_tokens": 751, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 911}}
{"key": "c0e4ece39ff402ff5bd26c6fcd8ff5aeb5c78e04fac1e256a2f35dbc5124e4d2", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 20, \"weight_price\": 30, \"weight_support_and_uptime\": 20, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 228, "completion_tokens_details": {"reasoning_tokens": 163}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 539, "prompt_tokens": 1179, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1407}}
{"key": "c1af040db542da12a0b99ec185fb502aa71aebec7b6379d4acc954ce03c007e1", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 38, \"weight_price\": 24, \"weight_support_and_uptime\": 9, \"weight_other\": 9, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 256, "completion_tokens_details": {"reasoning_tokens": 191}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 496, "prompt_tokens": 1136, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1392}}
{"key": "5102ee397aceb9ff849b76ca4d8ca38112797b45b5314461197fc6faef3cb79a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 15, \"weight_price\": 35, \"weight_support_and_uptime\": 20, \"weight_other\": 15, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 439, "completion_tokens_details": {"reasoning_tokens": 382}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1119}}
{"key": "64fecf3f77ebd2509fac03257af3bc82bbddc3f854b0afcf6a538d16353b535a", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Neither\", \"why\": \"Independent lab confirms the vendor numbers and our own Halvard trial already passed; 1.9 s is fine for trend queries and the $7k/site saving is defensible to finance.\"}", "sample": 0, "usage": {"completion_tokens": 358, "completion_tokens_details": {"reasoning_tokens": 297}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 384, "prompt_tokens": 768, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1126}}
{"key": "97c8b9de23a33334c2213245021ae714e52c9b4e5ecd365f29bb5441910a0829", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"It is $7k/site/year cheaper and 4.75x faster at p95; 46 native connectors plus OPC UA cover our plant systems.\"}", "sample": 0, "usage": {"completion_tokens": 315, "completion_tokens_details": {"reasoning_tokens": 267}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 798}}
{"key": "8c2f4e3d29bc63f5242964d906954310076b6fb5b53c8a25fda3248df4f1b368", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Its 0.4s latency is still far better for our operators, and we already have trial experience with it.\"}", "sample": 0, "usage": {"completion_tokens": 888, "completion_tokens_details": {"reasoning_tokens": 846}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 324, "prompt_tokens": 708, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1596}}
{"key": "00acafcf5d0f692493419e87f16004e9fe8be5b13b8c309381effe88654256dd", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Latency and connector counts are vendor-measured, so I would trial both against my actual thirty vendors before signing.\"}", "sample": 0, "usage": {"completion_tokens": 276, "completion_tokens_details": {"reasoning_tokens": 236}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 253, "prompt_tokens": 637, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 913}}
{"key": "d5ffc0b85465753cf204d046cd65c63379990da918868b3c8f2cca27517e0bbd", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 15, \"weight_price\": 35, \"weight_support_and_uptime\": 20, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 99, "completion_tokens_details": {"reasoning_tokens": 34}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 425, "prompt_tokens": 1065, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1164}}
{"key": "7aa8f758f7fd052caf9a5552d8412f56d4a390b7d10f7d0e18e2d4f13c61e85c", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It directly addresses our main complaint with much faster trend queries at lower cost.\"}", "sample": 0, "usage": {"completion_tokens": 100, "completion_tokens_details": {"reasoning_tokens": 73}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 579}}
{"key": "a8e5d82725f22b2a88326cb23b0316f3c2e231b8e7f05a0e9bd674e9192fd18f", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Cheaper and faster, but I would validate its latency on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 185, "completion_tokens_details": {"reasoning_tokens": 147}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 195, "prompt_tokens": 707, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 892}}
{"key": "a4f247112e5cb95423df47d6e7b232f327f418c0d97c13fdf3a60cc2e4627866", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 42, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 13, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 224, "completion_tokens_details": {"reasoning_tokens": 159}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 539, "prompt_tokens": 1179, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1403}}
{"key": "266cc1004240ef8ec707c494dc0f116999eee109109def5ded3eb09481347c21", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -3, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 920, "completion_tokens_details": {"reasoning_tokens": 855}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 543, "prompt_tokens": 1183, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 2103}}
{"key": "ae978a4f44e52ebc8d69b5ac7d92a27730d54059676cdf6b1aff6ab577d5f696", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Latency still decides it, but vendor-measured numbers need validating against our own tags and operator queries before signing.\"}", "sample": 0, "usage": {"completion_tokens": 414, "completion_tokens_details": {"reasoning_tokens": 369}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 271, "prompt_tokens": 655, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1069}}
{"key": "941e2982a250ff70c250d3d97fd5ce9ec05b031d05e51c0b40e0d870383e75da", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Independent test confirms the numbers, so my binding constraint stays connector coverage across thirty vendors; I'll trial both to verify Corvel's 140 actually cover our systems and that 1.9s is tolerable.\"}", "sample": 0, "usage": {"completion_tokens": 250, "completion_tokens_details": {"reasoning_tokens": 192}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 372, "prompt_tokens": 756, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1006}}
{"key": "da340cf625380b2cae73fbf5d2ef35f104b891f5ff446aebb5c802c694c0565c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 25, \"weight_connector_coverage\": 20, \"weight_price\": 30, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 198, "completion_tokens_details": {"reasoning_tokens": 133}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 492, "prompt_tokens": 1132, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1330}}
{"key": "fc280ed3b291af801ee46e3917f98491270d823e2e0fa5bc3c4dafaab4d6a4e0", "model": "deepseek-flash", "reply": "{\"choose\": \"Defer the decision\", \"trial\": \"Corvel Stream\", \"why\": \"Halvard's own number shows trends take nearly two seconds; I'll trial Corvel to see if the faster latency justifies the $7k premium before I face finance.\"}", "sample": 0, "usage": {"completion_tokens": 176, "completion_tokens_details": {"reasoning_tokens": 118}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 337, "prompt_tokens": 721, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 897}}
{"key": "ccaa3964057ffdd3b9d85fe1319dcbeef4caa4d667a0f9b2b131f3c19c7c2bee", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 40, \"weight_price\": 15, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 332, "completion_tokens_details": {"reasoning_tokens": 275}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 294, "prompt_tokens": 678, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1010}}
{"key": "cfec52ba0fd8fce1c0dc65d1a9b29eda63a5afdd3306717a2f5b8a0a4d0606fc", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent test confirms the connector coverage and latency lead; trial Corvel on our mixed PLCs before signing.\"}", "sample": 0, "usage": {"completion_tokens": 94, "completion_tokens_details": {"reasoning_tokens": 55}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 239, "prompt_tokens": 751, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 845}}
{"key": "51296563fb197be67af534769237485fdec005b89724f135f9be829d27111185", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"1.9 s p95 is fine for our trend queries and $35k/yr less across 5 sites is a clean justification for finance.\"}", "sample": 0, "usage": {"completion_tokens": 417, "completion_tokens_details": {"reasoning_tokens": 373}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 483, "prompt_tokens": 483, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 900}}
{"key": "b3ad1ae80bdbded0348707ce5259bd5992e37abd2830b56d4d613098f7618c32", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Fastest trends at lower cost; verify the latency claim in our own trial.\"}", "sample": 0, "usage": {"completion_tokens": 363, "completion_tokens_details": {"reasoning_tokens": 322}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 192, "prompt_tokens": 704, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1067}}
{"key": "a9801139b71edbab44b8f63b55f56fa6434e848d88f11e797f8f18937197f736", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Native connector breadth matters more across 30 vendors; trial both to validate latency.\"}", "sample": 0, "usage": {"completion_tokens": 455, "completion_tokens_details": {"reasoning_tokens": 418}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 189, "prompt_tokens": 701, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1156}}
{"key": "8da0f9b40f2ff8912ddfef6f54d555b85bea9627c0ff2c7599878c54ab4d6c1a", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"why\": \"Still cheaper and much faster; Corvel's 140 connectors only matters if we actually need them.\"  , \"trial\": \"Halvard Historian\", \"why\": \"We already have Corvel hands-on experience; trial Halvard to confirm our connectors and query performance before signing.\"}", "sample": 0, "usage": {"completion_tokens": 284, "completion_tokens_details": {"reasoning_tokens": 211}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 272, "prompt_tokens": 656, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 940}}
{"key": "d4e091c841bbc1f73fb2e86118983ec4c24de1facc766c082a9797db4d2a0ca0", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":-2}", "sample": 0, "usage": {"completion_tokens": 434, "completion_tokens_details": {"reasoning_tokens": 387}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1114}}
{"key": "2ed7ac4cf6dcb5f612f8091537adfd0dae1d825da39c4449daac72c16f114aed", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Trend speed is our top operator complaint, and Corvel's much lower latency justifies the higher price.\"}", "sample": 0, "usage": {"completion_tokens": 112, "completion_tokens_details": {"reasoning_tokens": 81}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 479, "prompt_tokens": 479, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 591}}
{"key": "6c29e56ab97ee1bfbe456a685013f81a433b72b871461ddec6a2ca7367196da5", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 163, "completion_tokens_details": {"reasoning_tokens": 98}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 492, "prompt_tokens": 1132, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1295}}
{"key": "4443b30786bd74bcb9ecef942bb1c6686eab22742ec78bb6da72a5b116b56eb3", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 38, \"weight_price\": 24, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 188, "completion_tokens_details": {"reasoning_tokens": 123}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 496, "prompt_tokens": 1136, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1324}}
{"key": "2b39e5ad4d07321692656c55543687b52dc7c9d785e782c1333d499b09e3da30", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 40, \"weight_price\": 15, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 168, "completion_tokens_details": {"reasoning_tokens": 103}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 423, "prompt_tokens": 1063, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1231}}
{"key": "ae86f626337225299163609a9322f7895ed53e1d04ac52ad0a5d932187f61b7c", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Corvel still wins on native connectors and faster latency; I would trial it hands-on before signing.\"}", "sample": 0, "usage": {"completion_tokens": 143, "completion_tokens_details": {"reasoning_tokens": 105}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 192, "prompt_tokens": 704, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 847}}
{"key": "cd01f03854f1f27b7b1e0e8c3ad5e091bfd12fcbedb84f25d62aabf90fcb75be", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Cheaper across 5 sites and finance-ready; trial to confirm 1.9 s latency and connector coverage before signing.\"}", "sample": 0, "usage": {"completion_tokens": 219, "completion_tokens_details": {"reasoning_tokens": 169}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 268, "prompt_tokens": 652, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 871}}
{"key": "343b024c376806c2e9b17738be97376d41f30d71d4711b1c057ead1b878ffa34", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Its much faster trend queries target our operators' main complaint at lower cost; trial to confirm real-world performance.\"}", "sample": 0, "usage": {"completion_tokens": 211, "completion_tokens_details": {"reasoning_tokens": 169}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 247, "prompt_tokens": 631, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 842}}
{"key": "e1b0e33b75041d4177e4bcb813d76a470ab6d5c2d4b18037648dcc841affa0c1", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent test confirms Halvard is cheaper and 4.75x faster; I already know Corvel from my trial licence, so I'd hands-on check Halvard's OPC UA coverage for our non-native systems before signing.\"}", "sample": 0, "usage": {"completion_tokens": 163, "completion_tokens_details": {"reasoning_tokens": 92}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 386, "prompt_tokens": 770, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 933}}
{"key": "0e05f453f04ea45f7e8cef21417768cf21a60ba9a912f91d8da202a051141bc8", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":25,\"weight_price\":30,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 278, "completion_tokens_details": {"reasoning_tokens": 232}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 300, "prompt_tokens": 684, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 962}}
{"key": "cc6a00db3d416f6a42f7ee9a3418b138f5a5c0f3b59a83b28b5e4eca7e91a19c", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 18, \"weight_price\": 32, \"weight_support_and_uptime\": 20, \"weight_other\": 15, \"relative_preference\": 2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 263, "completion_tokens_details": {"reasoning_tokens": 198}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 539, "prompt_tokens": 1179, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1442}}
{"key": "eed975a7ccf87844b3b5b6104e01fcc7434f3e792c86d4c9aaff64e6a8c922b6", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Corvel Stream\", \"why\": \"Independent testing confirms Corvel's 5x lower latency, which is exactly the operator pain point; extend our existing trial to validate on our own data before signing.\"}", "sample": 0, "usage": {"completion_tokens": 283, "completion_tokens_details": {"reasoning_tokens": 227}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 385, "prompt_tokens": 769, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1052}}
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{"key": "b5294c430d63af653882647867a2bc225ac21bf8ec485d9f68abdbb9f4a424d6", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 25, \"weight_price\": 15, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 343, "completion_tokens_details": {"reasoning_tokens": 286}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1025}}
{"key": "7a30911e6ebb480e1312d8bcd52b8fbc0b8c965fa784d9fafe25c1a59c160e4d", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Conflicting vendor claims on latency versus connector coverage need hands-on validation before signing.\"}", "sample": 0, "usage": {"completion_tokens": 328, "completion_tokens_details": {"reasoning_tokens": 295}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 325, "prompt_tokens": 709, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1037}}
{"key": "c25be2c429a76ddf05127af5a58168c1bd2c7ed767edb37d0ad80ee54bfdcb4e", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 155, "completion_tokens_details": {"reasoning_tokens": 102}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 415, "prompt_tokens": 1055, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1210}}
{"key": "4e119e8367df6a61a6252d5d1eabdde8f534707febb2b842e601ef340a74c0f9", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors cover far more of our thirty-vendor mix, avoiding custom integration work, and it has better query latency for only $7k more per site.\"}", "sample": 0, "usage": {"completion_tokens": 127, "completion_tokens_details": {"reasoning_tokens": 81}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 607}}
{"key": "6e6db523522c0ef95dedb3a5ca48b1fab8a588a99612b224edd03e9f34b5cb7b", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"why\":\"Its 140 native connectors reduce custom integration work across our many PLC and SCADA vendors, which outweighs the higher price and slower query latency.\"}", "sample": 0, "usage": {"completion_tokens": 165, "completion_tokens_details": {"reasoning_tokens": 125}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 645}}
{"key": "b1470d85443eda297f2ae8715da39f9e044bd77fe1945e86c41df6236154f187", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 40, \"weight_price\": 15, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 228, "completion_tokens_details": {"reasoning_tokens": 163}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 537, "prompt_tokens": 1177, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1405}}
{"key": "1bb0af3dcc046a89f75c723d0cae301e6dabe5275ea1c6694df3f85f543ef1c7", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent results confirm the faster trends we need at lower cost; validate it on our own tags in a trial.\"}", "sample": 0, "usage": {"completion_tokens": 160, "completion_tokens_details": {"reasoning_tokens": 118}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 361, "prompt_tokens": 745, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 905}}
{"key": "fbb9f1fad285d7c586d52f3c760eb86a040fe694d27f13f280a8f343281447d5", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Latency is decisive for our operators, but the claims are vendor-measured, so I would validate both against our real trend queries before signing.\"}", "sample": 0, "usage": {"completion_tokens": 290, "completion_tokens_details": {"reasoning_tokens": 244}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 251, "prompt_tokens": 635, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 925}}
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{"key": "e8268071c2140d0b72040b0132dbaa50d67f6c908ec54bb018db7654e2d7888b", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":25,\"weight_price\":30,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 259, "completion_tokens_details": {"reasoning_tokens": 207}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 418, "prompt_tokens": 1058, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1317}}
{"key": "0de2929beaecab33f8703084fba26a88bb21c3fe871f5ad1e607ad1de968f4cd", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":10,\"weight_connector_coverage\":40,\"weight_price\":15,\"weight_support_and_uptime\":20,\"weight_other\":15,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 138, "completion_tokens_details": {"reasoning_tokens": 85}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 413, "prompt_tokens": 1053, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1191}}
{"key": "2d1a5787179d912f4799e24b4a80748e63f0ea10a63c139fb41bd63b8d9fc1c2", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"The message is marketing, not proof; Halvard still wins on price and speed, but I'd benchmark both on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 219, "completion_tokens_details": {"reasoning_tokens": 168}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 339, "prompt_tokens": 723, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 942}}
{"key": "d6231a7ac34444d398b771a88f598892c8e3cbd7f3035ab8398dabfe78e13e58", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 15, \"weight_price\": 33, \"weight_support_and_uptime\": 18, \"weight_other\": 14, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 254, "completion_tokens_details": {"reasoning_tokens": 189}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 492, "prompt_tokens": 1132, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1386}}
{"key": "33bb032393bc883f0f1f30f339d257b412daf9e809ca954879d3bca7599939ca", "model": "deepseek-flash", "reply": "{\"choose\": \"Corvel Stream\", \"trial\": \"Both\", \"why\": \"Halvard's own figure (1.9 s) is still slower than Corvel's 0.4 s, and trend speed is my operators' main pain, but I'd benchmark both on our own tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 226, "completion_tokens_details": {"reasoning_tokens": 157}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 338, "prompt_tokens": 722, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 948}}
{"key": "33da588a438328a7c0fcf07e7cfe0f2796a9c577a28cf389bb34830b4f79f7f5", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Halvard Historian\", \"why\": \"Independent lab confirms 1.9 s is real, which is fine for trend queries, and $35k/yr less across 5 sites is defensible to finance; still want hands-on proof before signing.\"}", "sample": 0, "usage": {"completion_tokens": 304, "completion_tokens_details": {"reasoning_tokens": 237}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 382, "prompt_tokens": 766, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1070}}
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{"key": "917dc9a33b181ad992b601813cbc57bb2d35faa576a6e73432fe873e6f18dbd5", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":20,\"weight_price\":35,\"weight_support_and_uptime\":20,\"weight_other\":10,\"relative_preference\":1,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 298, "completion_tokens_details": {"reasoning_tokens": 246}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 418, "prompt_tokens": 1058, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1356}}
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{"key": "6f5ff646a3aa69d390ff5fbef4d8dfdaadad0cfdff2693eed0babded9c85386f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 24, \"weight_connector_coverage\": 38, \"weight_price\": 14, \"weight_support_and_uptime\": 14, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 185, "completion_tokens_details": {"reasoning_tokens": 120}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 490, "prompt_tokens": 1130, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1315}}
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{"key": "209d048ac9f7c74de3efce08bbe83452103a25da3e795ca92ec8d80c670f7a9f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":40,\"weight_connector_coverage\":20,\"weight_price\":20,\"weight_support_and_uptime\":10,\"weight_other\":10,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 146, "completion_tokens_details": {"reasoning_tokens": 93}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 482, "prompt_tokens": 1122, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1268}}
{"key": "718f430ccb45ca241ee293dda097c607c99299d76ec0f53d71e7f8721f76b1f4", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":10,\"weight_connector_coverage\":40,\"weight_price\":15,\"weight_support_and_uptime\":20,\"weight_other\":15,\"relative_preference\":-2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 148, "completion_tokens_details": {"reasoning_tokens": 95}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 527, "prompt_tokens": 1167, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1315}}
{"key": "24260cc8c56df8becdb46517053615b03efd56fb72f1122085deb583dc8cc2d5", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":25,\"weight_connector_coverage\":25,\"weight_price\":30,\"weight_support_and_uptime\":15,\"weight_other\":5,\"relative_preference\":2,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 201, "completion_tokens_details": {"reasoning_tokens": 149}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 532, "prompt_tokens": 1172, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1373}}
{"key": "d3dcd55d3219368246790f7f711f500f70e02348c1989a1b7900e1525b799ebc", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Still the better fit on connectors and latency; I'd trial it hands-on to confirm its 140 native connectors actually cover our oddball PLCs before signing, since that's the whole basis of the choice.\"}", "sample": 0, "usage": {"completion_tokens": 206, "completion_tokens_details": {"reasoning_tokens": 146}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 267, "prompt_tokens": 651, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 857}}
{"key": "19b3a48db9cd05a41382c05292774fb7be39f82cad02297448562919c6ef9b38", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"It is $7k cheaper per site and has better query latency; Corvel\u2019s extra native connectors are not worth the premium when OPC UA covers the rest.\"}", "sample": 0, "usage": {"completion_tokens": 163, "completion_tokens_details": {"reasoning_tokens": 117}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 643}}
{"key": "95790101015dc4999a919e732ed4fefbe57df3270e0b5c9bdd7bdc3939007ac5", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Connector breadth remains decisive for our thirty vendor systems; a hands-on trial should validate integration and real query performance before signing.\"}", "sample": 0, "usage": {"completion_tokens": 274, "completion_tokens_details": {"reasoning_tokens": 231}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 261, "prompt_tokens": 645, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 919}}
{"key": "ddcc1dc56948fbd880d463255f9dcd0a1cd21c742d9bf35d85423a7fec6c6adf", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 25, \"weight_price\": 15, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 116, "completion_tokens_details": {"reasoning_tokens": 51}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 541, "prompt_tokens": 1181, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1297}}
{"key": "c62c03d272db81e65e6d251039afa6dd86402f62c1936689e5618561846bbdec", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"Independent results match the vendor's claims, so the latency edge is real and worth the premium; trial it on our own tags to confirm.\"}", "sample": 0, "usage": {"completion_tokens": 272, "completion_tokens_details": {"reasoning_tokens": 226}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 237, "prompt_tokens": 749, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 1021}}
{"key": "d51680b9555ed8b3240e6997212fb00dd7b377d5fd261d628d2098a30271a0c8", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Verify the latency claims on our own tags and hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 285, "completion_tokens_details": {"reasoning_tokens": 255}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 314, "prompt_tokens": 698, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 983}}
{"key": "02efd54216d4e5ce74d361ff321b8839f40a5cc8f5859e29c9ce23a1da0c0ad8", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 40, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 130, "completion_tokens_details": {"reasoning_tokens": 65}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 423, "prompt_tokens": 1063, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1193}}
{"key": "e4de203fc21d5325c8f04aede4236a31e3e349b967af597f321a043bcfcc7133", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 338, "completion_tokens_details": {"reasoning_tokens": 281}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 298, "prompt_tokens": 682, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1020}}
{"key": "ff2e4a189594579282292de5e54231373d5b96014926852b4ba48ff88d9da947", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 10, \"weight_connector_coverage\": 50, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 156, "completion_tokens_details": {"reasoning_tokens": 91}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 423, "prompt_tokens": 1063, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1219}}
{"key": "d58eb6dc998cf35d8fd70a3e6dad2d0e698b3929e7474cde908e9e439eb77ec1", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"why\":\"Cheaper option meets our one-site needs; the extra latency and connectors don't justify $7k/year to finance.\"}", "sample": 0, "usage": {"completion_tokens": 185, "completion_tokens_details": {"reasoning_tokens": 149}, "prompt_cache_hit_tokens": 0, "prompt_cache_miss_tokens": 480, "prompt_tokens": 480, "prompt_tokens_details": {"cached_tokens": 0}, "total_tokens": 665}}
{"key": "172be0faca45696c60f4b881ba0e92ec3cff8751ff2a012bf9fec9eba921c748", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":28,\"weight_connector_coverage\":25,\"weight_price\":28,\"weight_support_and_uptime\":15,\"weight_other\":4,\"relative_preference\":2,\"source_independence\":1}", "sample": 0, "usage": {"completion_tokens": 186, "completion_tokens_details": {"reasoning_tokens": 134}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 485, "prompt_tokens": 1125, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1311}}
{"key": "b0bf13627d7271d332b6d7b3f1e39445a8a5726a0b570634e52860684d92775a", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Still the cheaper option with better latency; a hands-on trial will validate OPC UA coverage and migration before signing.\"}", "sample": 0, "usage": {"completion_tokens": 140, "completion_tokens_details": {"reasoning_tokens": 97}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 267, "prompt_tokens": 651, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 791}}
{"key": "28e6ef673590f0e831d88bbbcb751bf4e3ae7a60be16e80b148ce574b5966523", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":15,\"weight_connector_coverage\":22,\"weight_price\":33,\"weight_support_and_uptime\":20,\"weight_other\":10,\"relative_preference\":1,\"source_independence\":7}", "sample": 0, "usage": {"completion_tokens": 342, "completion_tokens_details": {"reasoning_tokens": 290}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 532, "prompt_tokens": 1172, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1514}}
{"key": "71c6ff63a8bf0331e3e06cb645abfae9e78752bb11ec6d78e827dcf99d968a8c", "model": "deepseek-flash", "reply": "{\"choose\": \"Halvard Historian\", \"trial\": \"Both\", \"why\": \"1.9 s p95 is inside what our operators tolerate and the $35k/yr saving still wins; I'll trial Halvard on our tags against my expiring Corvel trial to confirm.\"}", "sample": 0, "usage": {"completion_tokens": 434, "completion_tokens_details": {"reasoning_tokens": 372}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 335, "prompt_tokens": 719, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1153}}
{"key": "9439430221d1b7207c20dd6a208ac7d810461f435ca6ea42572fc1943fa0109d", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":16,\"weight_connector_coverage\":39,\"weight_price\":12,\"weight_support_and_uptime\":18,\"weight_other\":15,\"relative_preference\":-2,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 311, "completion_tokens_details": {"reasoning_tokens": 258}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 480, "prompt_tokens": 1120, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1431}}
{"key": "7fa31cd8a5291900cb65e59a5ad85596ddbb13ba258bee6d9b200b796b63b3bd", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Corvel Stream\",\"why\":\"The independent test confirms Corvel's latency and connector advantages are real, so the extra $7k buys less custom integration across our thirty-vendor mix; a trial should verify its connectors actually cover our oddball PLCs.\"}", "sample": 0, "usage": {"completion_tokens": 255, "completion_tokens_details": {"reasoning_tokens": 192}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 381, "prompt_tokens": 765, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1020}}
{"key": "7f706624f7d968ffca97ae92bea335e87fbf44470f77e4d54091c71d49f1a56c", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Independent testing confirms both vendors' numbers, so neither claim is in doubt; the 140 native connectors still cut the most integration work across our ~30 vendor mix, but I want hands-on proof that Corvel's 1.9 s latency is tolerable and Halvard's 46 connectors can't be stretched with OPC UA before signing.\"}", "sample": 0, "usage": {"completion_tokens": 203, "completion_tokens_details": {"reasoning_tokens": 118}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 375, "prompt_tokens": 759, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 962}}
{"key": "123f3be1579358fa1fb4c49d7d443471a5724fc4fba31e395c8c25f22c83a78a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 50, \"weight_connector_coverage\": 25, \"weight_price\": 15, \"weight_support_and_uptime\": 10, \"weight_other\": 0, \"relative_preference\": 2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 326, "completion_tokens_details": {"reasoning_tokens": 261}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 494, "prompt_tokens": 1134, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1460}}
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{"key": "672373f048c709ad08b73b7fb42d569b46c9e142851065b1293b5d7142c2e9bb", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 30, \"weight_price\": 35, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2}", "sample": 0, "usage": {"completion_tokens": 636, "completion_tokens_details": {"reasoning_tokens": 579}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 296, "prompt_tokens": 680, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1316}}
{"key": "0cfaf4640f9b67b22f437d018fba2ca71da8532697d4236d07f44d03a6099688", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Corvel's 0.4 s latency still best addresses operator trend-speed complaints, but I would validate both vendors' numbers on our hardware before signing.\"}", "sample": 0, "usage": {"completion_tokens": 280, "completion_tokens_details": {"reasoning_tokens": 233}, "prompt_cache_hit_tokens": 512, "prompt_cache_miss_tokens": 190, "prompt_tokens": 702, "prompt_tokens_details": {"cached_tokens": 512}, "total_tokens": 982}}
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{"key": "0f2dc2a45fcbea06ac9528f0837b2516adb60cc78b10c3ac127c6511fae150d7", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 22, \"weight_support_and_uptime\": 8, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 315, "completion_tokens_details": {"reasoning_tokens": 250}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 537, "prompt_tokens": 1177, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1492}}
{"key": "ccfddc02fb8640ad4de2123d97de9b35eba6a95443e55975f56ab22e9aae643f", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"No new information; the cheaper historian still fits our budget and one-site needs, so I would trial it before signing.\"}", "sample": 0, "usage": {"completion_tokens": 208, "completion_tokens_details": {"reasoning_tokens": 164}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 257, "prompt_tokens": 641, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 849}}
{"key": "bf38a99a89178144840b95b2775021cbd2f6f56e158bf61d3a76a381788cafde", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 15, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 6}", "sample": 0, "usage": {"completion_tokens": 112, "completion_tokens_details": {"reasoning_tokens": 47}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 541, "prompt_tokens": 1181, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1293}}
{"key": "9edb659aacc7bf9755f332a1440abc80071e5e2e6f9efb1e6e54ad9557c57df6", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":45,\"weight_connector_coverage\":25,\"weight_price\":20,\"weight_support_and_uptime\":7,\"weight_other\":3,\"relative_preference\":2}", "sample": 0, "usage": {"completion_tokens": 517, "completion_tokens_details": {"reasoning_tokens": 471}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 292, "prompt_tokens": 676, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1193}}
{"key": "798d025eec03e1039ee8c40d155c3ddbf50710b92ceaaf26c7c087235f02f40e", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent testing confirms Halvard is faster and $7k cheaper; a hands-on trial will verify our legacy migration and OPC UA coverage without paying for Corvel's unused connectors.\"}", "sample": 0, "usage": {"completion_tokens": 210, "completion_tokens_details": {"reasoning_tokens": 154}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 381, "prompt_tokens": 765, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 975}}
{"key": "9312a2bfc12e539a66f805c5f2b1480425c030b989ab1503230fdb4b7be2a0b9", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 25, \"weight_support_and_uptime\": 10, \"weight_other\": 5, \"relative_preference\": -1, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 110, "completion_tokens_details": {"reasoning_tokens": 45}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 490, "prompt_tokens": 1130, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1240}}
{"key": "c7c5a41891c1ff4f809f00c00a7713c1437b9eaa76762674876f656bf009b623", "model": "deepseek-flash", "reply": "{\"choose\":\"Defer the decision\",\"trial\":\"Both\",\"why\":\"Latency matters to operators, but I need to validate Halvard's speed and Corvel's connector coverage on our own equipment before signing.\"}", "sample": 0, "usage": {"completion_tokens": 194, "completion_tokens_details": {"reasoning_tokens": 149}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 328, "prompt_tokens": 712, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 906}}
{"key": "e08a1ec21417618ea32e7a89af9cab47addb2b4d33c6074ed94f282c8553daea", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 30, \"weight_price\": 35, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 1}", "sample": 0, "usage": {"completion_tokens": 219, "completion_tokens_details": {"reasoning_tokens": 154}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 425, "prompt_tokens": 1065, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1284}}
{"key": "7c83b5296ddfcf3b7b363051928c01509379a1b0a3856d6a894705ab319fa7ce", "model": "deepseek-flash", "reply": "{\"choose\":\"Corvel Stream\",\"trial\":\"Both\",\"why\":\"Halvard's own number (1.9 s) is worse than Corvel's 0.4 s, so latency still favors Corvel, and its 140 native connectors better fit our thirty-vendor mix; I would trial both to verify connector coverage and latency on our own tags before signing.\"}", "sample": 0, "usage": {"completion_tokens": 248, "completion_tokens_details": {"reasoning_tokens": 171}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 334, "prompt_tokens": 718, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 966}}
{"key": "aea45afbfc57354b8a1c117c4c3f7bcb72c276dffcc0360a6681024128a0a206", "model": "deepseek-flash", "reply": "{\"weight_query_latency\":18,\"weight_connector_coverage\":20,\"weight_price\":34,\"weight_support_and_uptime\":18,\"weight_other\":10,\"relative_preference\":1,\"source_independence\":2}", "sample": 0, "usage": {"completion_tokens": 370, "completion_tokens_details": {"reasoning_tokens": 318}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 485, "prompt_tokens": 1125, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1495}}
{"key": "5dd3bd754920369d3fa4671aac2d6fde63dac650b3df6777408955f0b3021410", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 40, \"weight_connector_coverage\": 20, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 279, "completion_tokens_details": {"reasoning_tokens": 222}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 292, "prompt_tokens": 676, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 955}}
{"key": "1a55a1fd6d112f500708eb7fadee0a4c2923382a31321f1a15cc7ec95816d0dd", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 18, \"weight_connector_coverage\": 38, \"weight_price\": 25, \"weight_support_and_uptime\": 11, \"weight_other\": 8, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 242, "completion_tokens_details": {"reasoning_tokens": 177}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 490, "prompt_tokens": 1130, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1372}}
{"key": "dd34f597bb46cfadf2e0de1ee179eb7dfa6a204eb9a4a1b4bfc621129c7e4bf9", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"Independent test confirms 1.9 s is real but acceptable for our trend queries, and $7k/year savings with no operational gap wins finance.\"}", "sample": 0, "usage": {"completion_tokens": 164, "completion_tokens_details": {"reasoning_tokens": 114}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 371, "prompt_tokens": 755, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 919}}
{"key": "a220f21c61471360a7d90515ab414fbe4bf4495f426d60de6e39928c18e4368f", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 45, \"weight_connector_coverage\": 15, \"weight_price\": 20, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": -2, \"source_independence\": 2}", "sample": 0, "usage": {"completion_tokens": 136, "completion_tokens_details": {"reasoning_tokens": 71}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 494, "prompt_tokens": 1134, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1270}}
{"key": "87ce311a4142ed01bad8d393de64a91cd956bb10c5dd4b240b50b4ceb6485b73", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Halvard Historian\",\"why\":\"It is cheaper and faster; I would trial it on our own hardware to verify the 0.4 s latency and connector coverage before signing.\"}", "sample": 0, "usage": {"completion_tokens": 298, "completion_tokens_details": {"reasoning_tokens": 249}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 334, "prompt_tokens": 718, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1016}}
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{"key": "96ce23ce0bd1b01896c894295a39dba79d19da785324578b7540fbfb1ce50e48", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 25, \"weight_price\": 40, \"weight_support_and_uptime\": 10, \"weight_other\": 10, \"relative_preference\": 2, \"source_independence\": 7}", "sample": 0, "usage": {"completion_tokens": 308, "completion_tokens_details": {"reasoning_tokens": 243}, "prompt_cache_hit_tokens": 640, "prompt_cache_miss_tokens": 539, "prompt_tokens": 1179, "prompt_tokens_details": {"cached_tokens": 640}, "total_tokens": 1487}}
{"key": "fcc8d9c42781cfc179f157b9d6ba77935f6209f4dc91c11e25e62497f55ab9bc", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 20, \"weight_connector_coverage\": 40, \"weight_price\": 15, \"weight_support_and_uptime\": 15, \"weight_other\": 10, \"relative_preference\": -3}", "sample": 0, "usage": {"completion_tokens": 331, "completion_tokens_details": {"reasoning_tokens": 274}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 293, "prompt_tokens": 677, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1008}}
{"key": "0380cb1b3a38e8b7eeefefc9c93e95aab7aecdfb59838625c0c730bf0ecc738a", "model": "deepseek-flash", "reply": "{\"weight_query_latency\": 15, \"weight_connector_coverage\": 45, \"weight_price\": 20, \"weight_support_and_uptime\": 15, \"weight_other\": 5, \"relative_preference\": -2}", "sample": 0, "usage": {"completion_tokens": 476, "completion_tokens_details": {"reasoning_tokens": 419}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 293, "prompt_tokens": 677, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 1153}}
{"key": "847860e4b598af08c7230a56e62aeac35f6a804a0da925006100fd73c31d0c59", "model": "deepseek-flash", "reply": "{\"choose\":\"Halvard Historian\",\"trial\":\"Both\",\"why\":\"Vendor benchmark hardware may not match our plant; 1.9 s is likely fine, so trial both on our tags and keep the cheaper option unless it fails.\"}", "sample": 0, "usage": {"completion_tokens": 234, "completion_tokens_details": {"reasoning_tokens": 183}, "prompt_cache_hit_tokens": 384, "prompt_cache_miss_tokens": 324, "prompt_tokens": 708, "prompt_tokens_details": {"cached_tokens": 384}, "total_tokens": 942}}
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