{
 "source": "QUELLE IA",
 "site": "https://quelleia.com/",
 "edition": "2026-W46",
 "date": "2026-11-09",
 "citation": "Source : QUELLE IA, édition du 9 novembre 2026, quelleia.com",
 "methode": "0.1",
 "classement": "decision-jevbench-api",
 "nom": "JevBench, modèles servis par API, édition du 9 novembre 2026",
 "sources": [
  {
   "nom": "JevBench, Benchmark Heaven",
   "mention": "Source : JevBench, Benchmark Heaven",
   "url": "https://benchmarkheaven.com/jev-models/api",
   "date": "2026-11-09"
  }
 ],
 "avertissement": "Tableau repris tel que JevBench le publie : score de capacité de 0 à 100, moyenne de l'exactitude corrigée du hasard et de la calibration des probabilités, sur des décisions prises à partir d'un texte en anglais ; seuls les modèles qui coûtent et répondent au plus deux fois plus que Jev 1.13 reçoivent un rang. Rang publié par le banc, jamais recalculé ; aucun score de QUELLE IA. Édition du 9 novembre 2026, version v1.8.7 du banc.",
 "lignes": [
  {
   "rang": 1,
   "groupe": null,
   "statut": "classe",
   "systeme": "kettei-fat (Sqwish)",
   "valeur": 86.31,
   "exactitude": 79.8392,
   "calibration": 92.7808,
   "dollars_1000": 0.02629,
   "latence_s": 0.2024,
   "raison": null,
   "adresse": "https://docs.sqwish.ai",
   "fiche": null
  },
  {
   "rang": 2,
   "groupe": null,
   "statut": "classe",
   "systeme": "Super Decider (thinking)",
   "valeur": 85.8523,
   "exactitude": 80.009,
   "calibration": 91.6955,
   "dollars_1000": 0.02841,
   "latence_s": 0.888,
   "raison": null,
   "adresse": "https://singularitycompute.com/super-decider",
   "fiche": null
  },
  {
   "rang": 3,
   "groupe": null,
   "statut": "classe",
   "systeme": "Super Decider",
   "valeur": 84.8675,
   "exactitude": 78.8867,
   "calibration": 90.8483,
   "dollars_1000": 0.01553,
   "latence_s": 0.2461,
   "raison": null,
   "adresse": "https://singularitycompute.com/super-decider",
   "fiche": null
  },
  {
   "rang": 4,
   "groupe": null,
   "statut": "classe",
   "systeme": "Fastino GLiDE (hosted API, 22 Oct 2026)",
   "valeur": 84.456,
   "exactitude": 76.0684,
   "calibration": 92.8435,
   "dollars_1000": 0.02307,
   "latence_s": 0.357,
   "raison": null,
   "adresse": "https://fastino.ai",
   "fiche": null
  },
  {
   "rang": 5,
   "groupe": null,
   "statut": "classe",
   "systeme": "Drex Max (Nace AI)",
   "valeur": 84.2291,
   "exactitude": 78.8902,
   "calibration": 89.568,
   "dollars_1000": 0.03082,
   "latence_s": 0.2538,
   "raison": null,
   "adresse": "https://drex.nace.ai",
   "fiche": null
  },
  {
   "rang": 6,
   "groupe": null,
   "statut": "classe",
   "systeme": "SubQ Snap 1.1 (SubQ)",
   "valeur": 81.9111,
   "exactitude": 75.7571,
   "calibration": 88.0651,
   "dollars_1000": 0.02045,
   "latence_s": 0.4691,
   "raison": null,
   "adresse": "https://subq.ai",
   "fiche": null
  },
  {
   "rang": 7,
   "groupe": null,
   "statut": "classe",
   "systeme": "SubQ Snap (preview, SubQ)",
   "valeur": 81.4737,
   "exactitude": 72.2501,
   "calibration": 90.6974,
   "dollars_1000": 0.02572,
   "latence_s": 0.4661,
   "raison": null,
   "adresse": "https://subq.ai",
   "fiche": "https://quelleia.com/modeles-de-decision/#subq-snap"
  },
  {
   "rang": 8,
   "groupe": null,
   "statut": "classe",
   "systeme": "d1-ultra (Liquid AI)",
   "valeur": 80.477,
   "exactitude": 69.7004,
   "calibration": 91.2537,
   "dollars_1000": 0.01806,
   "latence_s": 0.2307,
   "raison": null,
   "adresse": "https://www.liquid.ai",
   "fiche": "https://quelleia.com/modeles-de-decision/#liquid-d1"
  },
  {
   "rang": 9,
   "groupe": null,
   "statut": "classe",
   "systeme": "Bespoke Nimble-v4-max (Bespoke Labs)",
   "valeur": 79.7175,
   "exactitude": 68.1849,
   "calibration": 91.25,
   "dollars_1000": 0.02035,
   "latence_s": 0.2575,
   "raison": null,
   "adresse": "https://bespokelabs.ai",
   "fiche": null
  },
  {
   "rang": 10,
   "groupe": null,
   "statut": "classe",
   "systeme": "Myles-G 31B (Launchables)",
   "valeur": 78.8186,
   "exactitude": 73.6419,
   "calibration": 83.9953,
   "dollars_1000": 0.04262,
   "latence_s": 0.4449,
   "raison": null,
   "adresse": "https://www.launchables.ai/licensing",
   "fiche": null
  },
  {
   "rang": 11,
   "groupe": null,
   "statut": "classe",
   "systeme": "Sage 1.3.0 (Levanto Labs)",
   "valeur": 78.5955,
   "exactitude": 65.5929,
   "calibration": 91.5982,
   "dollars_1000": 0.02468,
   "latence_s": 0.1709,
   "raison": null,
   "adresse": "https://levanto.ai",
   "fiche": null
  },
  {
   "rang": 12,
   "groupe": null,
   "statut": "classe",
   "systeme": "Jev 1.14.0 (TypeSafe AI)",
   "valeur": 75.0125,
   "exactitude": 59.943,
   "calibration": 90.082,
   "dollars_1000": 0.03207,
   "latence_s": 0.2267,
   "raison": null,
   "adresse": "https://docs.typesafe.ai/models",
   "fiche": "https://quelleia.com/modeles-de-decision/#jev"
  },
  {
   "rang": 13,
   "groupe": null,
   "statut": "classe",
   "systeme": "d1 (Liquid AI)",
   "valeur": 74.4217,
   "exactitude": 62.0574,
   "calibration": 86.786,
   "dollars_1000": 0.01732,
   "latence_s": 0.269,
   "raison": null,
   "adresse": "https://www.liquid.ai/blog/d1-decision-model",
   "fiche": "https://quelleia.com/modeles-de-decision/#liquid-d1"
  },
  {
   "rang": 14,
   "groupe": null,
   "statut": "classe",
   "systeme": "SPX-CD Flash (SurdAI, hosted /v1/systemone, Oct-4 checkpoint)",
   "valeur": 74.3154,
   "exactitude": 58.4305,
   "calibration": 90.2004,
   "dollars_1000": 0.03948,
   "latence_s": 1.0145,
   "raison": null,
   "adresse": "https://surd.ai",
   "fiche": null
  },
  {
   "rang": 15,
   "groupe": null,
   "statut": "classe",
   "systeme": "Mercury Decide (Inception; System One decisions API, served free on OpenRouter as inception/mercury-decide:free)",
   "valeur": 73.6252,
   "exactitude": 65.907,
   "calibration": 81.3434,
   "dollars_1000": 0.01836,
   "latence_s": 0.3439,
   "raison": null,
   "adresse": "https://openrouter.ai/inception/mercury-decide:free",
   "fiche": "https://quelleia.com/modeles-de-decision/#mercury-decide"
  },
  {
   "rang": 16,
   "groupe": null,
   "statut": "classe",
   "systeme": "Celeris-1 Decision (Celeris)",
   "valeur": 73.6225,
   "exactitude": 58.8902,
   "calibration": 88.3547,
   "dollars_1000": 0.02094,
   "latence_s": 0.4328,
   "raison": null,
   "adresse": "https://docs.celeris.ai",
   "fiche": null
  },
  {
   "rang": 17,
   "groupe": null,
   "statut": "classe",
   "systeme": "OpenAI Decisions (gpt-6-luna)",
   "valeur": 73.5,
   "exactitude": 56.9,
   "calibration": 90.1,
   "dollars_1000": 0.0517,
   "latence_s": 0.305,
   "raison": null,
   "adresse": null,
   "fiche": "https://quelleia.com/modeles-de-decision/#openai-decisions"
  },
  {
   "rang": 18,
   "groupe": null,
   "statut": "classe",
   "systeme": "kettei-chub (Sqwish)",
   "valeur": 73.1429,
   "exactitude": 62.1827,
   "calibration": 84.1031,
   "dollars_1000": 0.01752,
   "latence_s": 0.1681,
   "raison": null,
   "adresse": "https://docs.sqwish.ai",
   "fiche": null
  },
  {
   "rang": 19,
   "groupe": null,
   "statut": "classe",
   "systeme": "Microsoft-Decision-1 (Azure Foundry)",
   "valeur": 70.7842,
   "exactitude": 57.1696,
   "calibration": 84.3987,
   "dollars_1000": 0.01927,
   "latence_s": 0.4788,
   "raison": null,
   "adresse": "https://commandline.microsoft.com/microsoft-decision-1-model-foundry/",
   "fiche": "https://quelleia.com/modeles-de-decision/#microsoft-decision-1"
  },
  {
   "rang": 20,
   "groupe": null,
   "statut": "classe",
   "systeme": "Myles-G 12B (Launchables)",
   "valeur": 70.6514,
   "exactitude": 57.2541,
   "calibration": 84.0487,
   "dollars_1000": 0.00105,
   "latence_s": 0.484,
   "raison": null,
   "adresse": "https://www.launchables.ai/licensing",
   "fiche": null
  },
  {
   "rang": 21,
   "groupe": null,
   "statut": "classe",
   "systeme": "Instinct (ZooWork, Qwen3.8-27B)",
   "valeur": 70.47,
   "exactitude": 47.77,
   "calibration": 93.17,
   "dollars_1000": 0.01536,
   "latence_s": 0.296,
   "raison": null,
   "adresse": "https://github.com/fstandhartinger/jevbench/issues/69",
   "fiche": null
  },
  {
   "rang": 22,
   "groupe": null,
   "statut": "classe",
   "systeme": "attest-31B-v1.0",
   "valeur": 69.5432,
   "exactitude": 65.2385,
   "calibration": 73.8479,
   "dollars_1000": 0.04389,
   "latence_s": 0.1103,
   "raison": null,
   "adresse": "https://attest.engineering/model",
   "fiche": null
  },
  {
   "rang": 23,
   "groupe": null,
   "statut": "classe",
   "systeme": "HS1 0.1.2 (Hyland)",
   "valeur": 64.3486,
   "exactitude": 52.8655,
   "calibration": 75.8317,
   "dollars_1000": 0.04974,
   "latence_s": 0.1986,
   "raison": null,
   "adresse": "https://www.hyland.com",
   "fiche": null
  },
  {
   "rang": 24,
   "groupe": null,
   "statut": "classe",
   "systeme": "Bespoke Nimble-v4 (Bespoke Labs)",
   "valeur": 64.0197,
   "exactitude": 41.4051,
   "calibration": 86.6343,
   "dollars_1000": 0.02035,
   "latence_s": 0.2323,
   "raison": null,
   "adresse": "https://bespokelabs.ai",
   "fiche": null
  },
  {
   "rang": 25,
   "groupe": null,
   "statut": "classe",
   "systeme": "Vansa-3.4 (Vansa, hosted System One API)",
   "valeur": 63.685,
   "exactitude": 40.85,
   "calibration": 86.52,
   "dollars_1000": 0.01859,
   "latence_s": 0.158,
   "raison": null,
   "adresse": "https://vansa.org",
   "fiche": null
  },
  {
   "rang": 26,
   "groupe": null,
   "statut": "classe",
   "systeme": "Amos 1 medium (Scira)",
   "valeur": 62.8502,
   "exactitude": 38.099,
   "calibration": 87.6014,
   "dollars_1000": 0.0511,
   "latence_s": 0.4476,
   "raison": null,
   "adresse": "https://huggingface.co/mukaddamzaid/amos-1-medium",
   "fiche": null
  },
  {
   "rang": 27,
   "groupe": null,
   "statut": "classe",
   "systeme": "Instinct Dual 4B",
   "valeur": 57.21,
   "exactitude": 28.34,
   "calibration": 86.08,
   "dollars_1000": 0.0068,
   "latence_s": 0.232,
   "raison": null,
   "adresse": "https://github.com/fstandhartinger/jevbench/issues/123",
   "fiche": "https://quelleia.com/modeles-de-decision/#instinct-dual-4b"
  },
  {
   "rang": 28,
   "groupe": null,
   "statut": "classe",
   "systeme": "classify-1 (ScaleDown)",
   "valeur": 52.3079,
   "exactitude": 21.7878,
   "calibration": 82.8281,
   "dollars_1000": 0.04369,
   "latence_s": 0.5047,
   "raison": null,
   "adresse": "https://scaledown.ai",
   "fiche": null
  },
  {
   "rang": 29,
   "groupe": null,
   "statut": "classe",
   "systeme": "system-one-open (Gemma 4 E2B LoRA on an L4)",
   "valeur": 51.94,
   "exactitude": 27.94,
   "calibration": 75.94,
   "dollars_1000": 0.01137,
   "latence_s": 1.028,
   "raison": null,
   "adresse": "https://github.com/mithalouni/system-one-open",
   "fiche": null
  },
  {
   "rang": 30,
   "groupe": null,
   "statut": "classe",
   "systeme": "decision-machine-1 (milliseconds.ai)",
   "valeur": 46.13,
   "exactitude": 13.11,
   "calibration": 79.15,
   "dollars_1000": 0.02449,
   "latence_s": 0.171,
   "raison": null,
   "adresse": "https://www.milliseconds.ai",
   "fiche": "https://quelleia.com/modeles-de-decision/#decision-machine-1"
  },
  {
   "rang": 31,
   "groupe": null,
   "statut": "classe",
   "systeme": "Fastino GLiNER-2.5-Decide (hosted API)",
   "valeur": 34.5721,
   "exactitude": 7.0114,
   "calibration": 62.1329,
   "dollars_1000": 0.064,
   "latence_s": 0.4205,
   "raison": null,
   "adresse": "https://fastino.ai/",
   "fiche": "https://quelleia.com/modeles-de-decision/#gliner2-5-decide"
  },
  {
   "rang": 32,
   "groupe": null,
   "statut": "classe",
   "systeme": "JevAct (einptein, jev1-2b-v2)",
   "valeur": 28.77,
   "exactitude": 10.1,
   "calibration": 47.44,
   "dollars_1000": 0.01117,
   "latence_s": 0.808,
   "raison": null,
   "adresse": "https://github.com/fstandhartinger/jevbench/issues/66",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "reference",
   "systeme": "Jev 1.13.0 (TypeSafe AI)",
   "valeur": 77.1265,
   "exactitude": 63.6208,
   "calibration": 90.6322,
   "dollars_1000": 0.03228,
   "latence_s": 0.2429,
   "raison": null,
   "adresse": "https://docs.typesafe.ai",
   "fiche": "https://quelleia.com/modeles-de-decision/#jev"
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "provisoire",
   "systeme": "Microsoft-Decision-1 (Azure Foundry), A2 re-run",
   "valeur": 72.0348,
   "exactitude": 59.2261,
   "calibration": 84.8436,
   "dollars_1000": 0.0182,
   "latence_s": 0.3381,
   "raison": null,
   "adresse": "https://commandline.microsoft.com/microsoft-decision-1-model-foundry/",
   "fiche": "https://quelleia.com/modeles-de-decision/#microsoft-decision-1"
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "hors_classement",
   "systeme": "GPT-6 Luna (default medium reasoning effort)",
   "valeur": 98.4,
   "exactitude": 96.88,
   "calibration": 99.92,
   "dollars_1000": 0.11296,
   "latence_s": 1.932,
   "raison": "coût 3,5 fois celui de la référence ; latence 3,1 fois celle de la référence",
   "adresse": "https://benchmarkheaven.com/jev-models/gpt-6-luna",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "hors_classement",
   "systeme": "GPT-6 Luna (low reasoning effort)",
   "valeur": 97.07,
   "exactitude": 95.66,
   "calibration": 98.48,
   "dollars_1000": 0.10814,
   "latence_s": 1.896,
   "raison": "coût 3,3 fois celui de la référence ; latence 3,1 fois celle de la référence",
   "adresse": "https://benchmarkheaven.com/jev-models/gpt-6-luna-low",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "hors_classement",
   "systeme": "GPT-5.6 Luna (low reasoning effort)",
   "valeur": 93.64,
   "exactitude": 92.97,
   "calibration": 94.31,
   "dollars_1000": 0.21275,
   "latence_s": 1.586,
   "raison": "coût 6,6 fois celui de la référence ; latence 2,6 fois celle de la référence",
   "adresse": "https://benchmarkheaven.com/jev-models/gpt-5.6-luna",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "hors_classement",
   "systeme": "DeepSeek V4.1 Flash (thinking default)",
   "valeur": 89.62,
   "exactitude": 84.48,
   "calibration": 94.76,
   "dollars_1000": 0.48011,
   "latence_s": 2.205,
   "raison": "coût 14,9 fois celui de la référence ; latence 3,6 fois celle de la référence",
   "adresse": "https://benchmarkheaven.com/jev-models/deepseek-flash",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "hors_classement",
   "systeme": "SPX-CD Pro (SurdAI, hosted /v1/systemone, Oct-4 checkpoint)",
   "valeur": 78.4796,
   "exactitude": 64.6278,
   "calibration": 92.3314,
   "dollars_1000": 0.07897,
   "latence_s": 1.1454,
   "raison": "coût 2,4 fois celui de la référence",
   "adresse": "https://surd.ai",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "hors_classement",
   "systeme": "Amos 1 large (Scira)",
   "valeur": 77.9888,
   "exactitude": 68.1702,
   "calibration": 87.8074,
   "dollars_1000": 0.21462,
   "latence_s": 0.5324,
   "raison": "coût 6,6 fois celui de la référence",
   "adresse": "https://huggingface.co/mukaddamzaid/amos-1-large",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "hors_classement",
   "systeme": "wity-1 (Wity, reasoning always)",
   "valeur": 77.1285,
   "exactitude": 67.1141,
   "calibration": 87.143,
   "dollars_1000": 0.02356,
   "latence_s": 1.9074,
   "raison": "latence 3,1 fois celle de la référence",
   "adresse": "https://wity.alphanimble.com/",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "hors_classement",
   "systeme": "Fastino GLiDE",
   "valeur": 77.025,
   "exactitude": 66.1,
   "calibration": 87.95,
   "dollars_1000": 0.13735,
   "latence_s": 0.852,
   "raison": "coût 4,3 fois celui de la référence",
   "adresse": null,
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "hors_classement",
   "systeme": "wity-1 (Wity, reasoning auto)",
   "valeur": 76.9114,
   "exactitude": 67.8862,
   "calibration": 85.9367,
   "dollars_1000": 0.02356,
   "latence_s": 1.8473,
   "raison": "latence 3,0 fois celle de la référence",
   "adresse": "https://wity.alphanimble.com/",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "hors_classement",
   "systeme": "DecisionNode",
   "valeur": 76.7641,
   "exactitude": 61.0509,
   "calibration": 92.4772,
   "dollars_1000": null,
   "latence_s": 0.6752,
   "raison": "coût non établi par le banc",
   "adresse": "https://decisionnode.com",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "hors_classement",
   "systeme": "Sage 1.4 (Levanto Labs)",
   "valeur": 73.308,
   "exactitude": 63.7007,
   "calibration": 82.9153,
   "dollars_1000": 0.02242,
   "latence_s": 1.7051,
   "raison": "latence 2,8 fois celle de la référence",
   "adresse": "https://levanto.ai/",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "hors_classement",
   "systeme": "Autoloops, Gemma 4 31B IT",
   "valeur": 72.705,
   "exactitude": 58.1,
   "calibration": 87.31,
   "dollars_1000": 0.09649,
   "latence_s": 0.584,
   "raison": "coût 3,0 fois celui de la référence",
   "adresse": "https://benchmarkheaven.com/jev-models/kushal-gemma4-31b-it-autoloops",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "hors_classement",
   "systeme": "SimpleJev Qwen3.8-27B",
   "valeur": 71.605,
   "exactitude": 52.88,
   "calibration": 90.33,
   "dollars_1000": 0.6868,
   "latence_s": 1.266,
   "raison": "coût 21,3 fois celui de la référence ; latence 2,1 fois celle de la référence",
   "adresse": "https://github.com/featherless-ai/simple-jev",
   "fiche": "https://quelleia.com/modeles-de-decision/#simplejev"
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "hors_classement",
   "systeme": "DecisionNode Flash",
   "valeur": 68.3294,
   "exactitude": 48.0618,
   "calibration": 88.597,
   "dollars_1000": null,
   "latence_s": 0.2561,
   "raison": "coût non établi par le banc",
   "adresse": "https://decisionnode.com",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "hors_classement",
   "systeme": "SimpleJev Qwen3.6-35B-A3B",
   "valeur": 68.295,
   "exactitude": 56.29,
   "calibration": 80.3,
   "dollars_1000": 0.14512,
   "latence_s": 1.304,
   "raison": "coût 4,5 fois celui de la référence ; latence 2,1 fois celle de la référence",
   "adresse": "https://github.com/featherless-ai/simple-jev",
   "fiche": "https://quelleia.com/modeles-de-decision/#simplejev"
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "hors_classement",
   "systeme": "BB-Qwen3.5-4B-LoRA (Babak Barazandeh, LoRA on Qwen3.5-4B-Base, hosted /v1/systemone)",
   "valeur": 60.4061,
   "exactitude": 38.6736,
   "calibration": 82.1386,
   "dollars_1000": null,
   "latence_s": 0.7166,
   "raison": "coût non établi par le banc",
   "adresse": "https://github.com/fstandhartinger/jevbench/issues/156",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "hors_classement",
   "systeme": "Gemini 3.1 Flash-Lite",
   "valeur": 59.75,
   "exactitude": 58.57,
   "calibration": 60.93,
   "dollars_1000": 0.22954,
   "latence_s": 0.962,
   "raison": "coût 7,1 fois celui de la référence",
   "adresse": "https://benchmarkheaven.com/jev-models/gemini-3.1-flash-lite",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "hors_classement",
   "systeme": "openjev-sglang (Qwen3.6-35B-A3B on SGLang)",
   "valeur": 58.67,
   "exactitude": 38.77,
   "calibration": 78.57,
   "dollars_1000": 0.13981,
   "latence_s": 1.27,
   "raison": "coût 4,3 fois celui de la référence ; latence 2,1 fois celle de la référence",
   "adresse": "https://github.com/ekzhang/openjev-sglang",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "hors_classement",
   "systeme": "Trio-Spark v1.3 (MachineFi)",
   "valeur": 57.0259,
   "exactitude": 28.4091,
   "calibration": 85.6427,
   "dollars_1000": null,
   "latence_s": 1.3097,
   "raison": "coût non établi par le banc ; latence 2,1 fois celle de la référence",
   "adresse": "https://github.com/machinefi/trio-spark",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "hors_classement",
   "systeme": "Qwen3.8 27B (Chutes TEE)",
   "valeur": 48.585,
   "exactitude": 33.36,
   "calibration": 63.81,
   "dollars_1000": 2.17839,
   "latence_s": 8.35,
   "raison": "coût 67,4 fois celui de la référence ; latence 13,5 fois celle de la référence",
   "adresse": "https://benchmarkheaven.com/jev-models/qwen3.8-27b",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "non_classe",
   "systeme": "decide-1.1 (decide.sh, API)",
   "valeur": 84.0041,
   "exactitude": 75.7334,
   "calibration": 92.2748,
   "dollars_1000": 0.00984,
   "latence_s": 0.0942,
   "raison": null,
   "adresse": null,
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "non_classe",
   "systeme": "Microsoft-Decision-1 (updated weights, Oct 2026)",
   "valeur": 79.8052,
   "exactitude": 67.1103,
   "calibration": 92.5002,
   "dollars_1000": 0.01317,
   "latence_s": 0.3194,
   "raison": null,
   "adresse": "https://commandline.microsoft.com/microsoft-decision-1-model-foundry/",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "non_classe",
   "systeme": "classifier.dev (fast tier)",
   "valeur": 78.245,
   "exactitude": 65.16,
   "calibration": 91.33,
   "dollars_1000": 0.02345,
   "latence_s": 0.98,
   "raison": "listé sans rang par le banc",
   "adresse": "https://classifier.dev",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "non_classe",
   "systeme": "Strike-1",
   "valeur": 68.3532,
   "exactitude": 45.3479,
   "calibration": 91.3585,
   "dollars_1000": 0.03399,
   "latence_s": 0.4746,
   "raison": null,
   "adresse": "https://strike-ai.eu",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "non_classe",
   "systeme": "wity-1 (Wity, reasoning off)",
   "valeur": 62.9684,
   "exactitude": 44.1112,
   "calibration": 81.8257,
   "dollars_1000": 0.02356,
   "latence_s": 0.3454,
   "raison": "listé sans rang par le banc",
   "adresse": "https://wity.alphanimble.com/",
   "fiche": null
  },
  {
   "rang": null,
   "groupe": null,
   "statut": "non_classe",
   "systeme": "NVIDIA Nemotron 3.5 Super VL",
   "valeur": 59.5687,
   "exactitude": 60.3746,
   "calibration": 58.7629,
   "dollars_1000": 0.05745,
   "latence_s": 0.6273,
   "raison": null,
   "adresse": "https://openrouter.ai/nvidia/nemotron-3.5-super-vl",
   "fiche": null
  }
 ]
}