{
 "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": "code",
 "nom": "Classement Code",
 "modeles": [
  {
   "rang": 1,
   "id": "claude-opus-5-5",
   "nom": "Claude Opus 5.5",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 100.6,
   "marge": [
    98.4,
    102.8
   ],
   "mesures": 7,
   "couverture": 58,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-opus-5-5/"
  },
  {
   "rang": 2,
   "id": "gpt-6-1-sol",
   "nom": "GPT-6.1 Sol",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 99.3,
   "marge": [
    94.4,
    104.1
   ],
   "mesures": 4,
   "couverture": 33,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-6-1-sol/"
  },
  {
   "rang": 3,
   "id": "claude-fable-5-1",
   "nom": "Claude Fable 5.1",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 99,
   "marge": [
    97.1,
    100.9
   ],
   "mesures": 9,
   "couverture": 75,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-fable-5-1/"
  },
  {
   "rang": 4,
   "id": "gpt-6-astra",
   "nom": "GPT-6 Astra",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 98.2,
   "marge": [
    95.4,
    101
   ],
   "mesures": 9,
   "couverture": 75,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-6-astra/"
  },
  {
   "rang": 5,
   "id": "claude-sonnet-5-5",
   "nom": "Claude Sonnet 5.5",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 97.7,
   "marge": [
    95.5,
    99.8
   ],
   "mesures": 6,
   "couverture": 50,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-sonnet-5-5/"
  },
  {
   "rang": 6,
   "id": "gemini-4-argon",
   "nom": "Gemini 4 Argon",
   "editeur": "Google DeepMind",
   "pays": "États-Unis",
   "score": 97.4,
   "marge": [
    95.7,
    99.1
   ],
   "mesures": 7,
   "couverture": 58,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gemini-4-argon/"
  },
  {
   "rang": 7,
   "id": "claude-fable-5",
   "nom": "Claude Fable 5",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 95.8,
   "marge": [
    93.9,
    97.7
   ],
   "mesures": 10,
   "couverture": 83,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-fable-5/"
  },
  {
   "rang": 8,
   "id": "claude-opus-5",
   "nom": "Claude Opus 5",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 95.5,
   "marge": [
    93.7,
    97.4
   ],
   "mesures": 9,
   "couverture": 75,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-opus-5/"
  },
  {
   "rang": 9,
   "id": "gpt-6-sol",
   "nom": "GPT-6 Sol",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 94,
   "marge": [
    91.1,
    96.8
   ],
   "mesures": 4,
   "couverture": 33,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-6-sol/"
  },
  {
   "rang": 10,
   "id": "muse-wonder",
   "nom": "Muse Wonder",
   "editeur": "Meta AI",
   "pays": "États-Unis",
   "score": 93.7,
   "marge": [
    90.5,
    96.8
   ],
   "mesures": 4,
   "couverture": 33,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/muse-wonder/"
  },
  {
   "rang": 11,
   "id": "claude-haiku-5-5",
   "nom": "Claude Haiku 5.5",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 93.4,
   "marge": [
    91.2,
    95.6
   ],
   "mesures": 6,
   "couverture": 50,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-haiku-5-5/"
  },
  {
   "rang": 12,
   "id": "gpt-5-6-sol",
   "nom": "GPT-5.6 Sol",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 91.8,
   "marge": [
    89.5,
    94.1
   ],
   "mesures": 11,
   "couverture": 92,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-5-6-sol/"
  },
  {
   "rang": 13,
   "id": "gpt-5-6-terra",
   "nom": "GPT-5.6 Terra",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 91.8,
   "marge": [
    88.8,
    94.8
   ],
   "mesures": 6,
   "couverture": 50,
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   "url": "https://quelleia.com/modeles/gpt-5-6-terra/"
  },
  {
   "rang": 14,
   "id": "claude-opus-4-8",
   "nom": "Claude Opus 4.8",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 91.6,
   "marge": [
    89.6,
    93.6
   ],
   "mesures": 7,
   "couverture": 58,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-opus-4-8/"
  },
  {
   "rang": 15,
   "id": "grok-4-6",
   "nom": "Grok 4.6",
   "editeur": "xAI",
   "pays": "États-Unis",
   "score": 91.6,
   "marge": [
    89.4,
    93.8
   ],
   "mesures": 8,
   "couverture": 67,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/grok-4-6/"
  },
  {
   "rang": 16,
   "id": "glm-5-3",
   "nom": "GLM-5.3",
   "editeur": "Z.ai (Zhipu AI)",
   "pays": "Chine",
   "score": 91.3,
   "marge": [
    89.1,
    93.5
   ],
   "mesures": 7,
   "couverture": 58,
   "poids_ouverts": true,
   "url": "https://quelleia.com/modeles/glm-5-3/"
  },
  {
   "rang": 17,
   "id": "gemini-3-7-flash",
   "nom": "Gemini 3.7 Flash",
   "editeur": "Google DeepMind",
   "pays": "États-Unis",
   "score": 91,
   "marge": [
    88.3,
    93.7
   ],
   "mesures": 6,
   "couverture": 50,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gemini-3-7-flash/"
  },
  {
   "rang": 18,
   "id": "grok-4-7",
   "nom": "Grok 4.7",
   "editeur": "xAI",
   "pays": "États-Unis",
   "score": 91,
   "marge": [
    88.6,
    93.5
   ],
   "mesures": 6,
   "couverture": 50,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/grok-4-7/"
  },
  {
   "rang": 19,
   "id": "grok-4-5",
   "nom": "Grok 4.5",
   "editeur": "xAI",
   "pays": "États-Unis",
   "score": 90.8,
   "marge": [
    87.6,
    93.9
   ],
   "mesures": 7,
   "couverture": 58,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/grok-4-5/"
  },
  {
   "rang": 20,
   "id": "gemini-3-8-flash",
   "nom": "Gemini 3.8 Flash",
   "editeur": "Google DeepMind",
   "pays": "États-Unis",
   "score": 90.5,
   "marge": [
    87.6,
    93.4
   ],
   "mesures": 8,
   "couverture": 67,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gemini-3-8-flash/"
  },
  {
   "rang": 21,
   "id": "claude-sonnet-5",
   "nom": "Claude Sonnet 5",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 90.2,
   "marge": [
    88,
    92.5
   ],
   "mesures": 8,
   "couverture": 67,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-sonnet-5/"
  },
  {
   "rang": 22,
   "id": "kimi-k3",
   "nom": "Kimi K3",
   "editeur": "Moonshot",
   "pays": "Chine",
   "score": 90.2,
   "marge": [
    88.5,
    91.9
   ],
   "mesures": 8,
   "couverture": 67,
   "poids_ouverts": true,
   "url": "https://quelleia.com/modeles/kimi-k3/"
  },
  {
   "rang": 23,
   "id": "gpt-5-5",
   "nom": "GPT-5.5",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 89.7,
   "marge": [
    87.6,
    91.8
   ],
   "mesures": 9,
   "couverture": 75,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-5-5/"
  },
  {
   "rang": 24,
   "id": "claude-opus-4-7",
   "nom": "Claude Opus 4.7",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 89.4,
   "marge": [
    88.1,
    90.8
   ],
   "mesures": 8,
   "couverture": 67,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-opus-4-7/"
  },
  {
   "rang": 25,
   "id": "muse-spark-1-3",
   "nom": "Muse Spark 1.3",
   "editeur": "Meta AI",
   "pays": "États-Unis",
   "score": 89.2,
   "marge": [
    86.3,
    92
   ],
   "mesures": 5,
   "couverture": 42,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/muse-spark-1-3/"
  },
  {
   "rang": 26,
   "id": "claude-opus-4-6",
   "nom": "Claude Opus 4.6",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 88.9,
   "marge": [
    86.9,
    90.9
   ],
   "mesures": 6,
   "couverture": 50,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-opus-4-6/"
  },
  {
   "rang": 27,
   "id": "deepseek-v4-1-flash",
   "nom": "DeepSeek V4.1 Flash",
   "editeur": "DeepSeek",
   "pays": "Chine",
   "score": 88.9,
   "marge": [
    84.7,
    93.1
   ],
   "mesures": 4,
   "couverture": 33,
   "poids_ouverts": true,
   "url": "https://quelleia.com/modeles/deepseek-v4-1-flash/"
  },
  {
   "rang": 28,
   "id": "gpt-5-6-luna",
   "nom": "GPT-5.6 Luna",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 88.9,
   "marge": [
    85.3,
    92.5
   ],
   "mesures": 7,
   "couverture": 58,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-5-6-luna/"
  },
  {
   "rang": 29,
   "id": "gpt-6-luna",
   "nom": "GPT-6 Luna",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 88.9,
   "marge": [
    86.2,
    91.6
   ],
   "mesures": 5,
   "couverture": 42,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-6-luna/"
  },
  {
   "rang": 30,
   "id": "glm-5-3-flash",
   "nom": "GLM-5.3-Flash",
   "editeur": "Z.ai (Zhipu AI)",
   "pays": "Chine",
   "score": 88.1,
   "marge": [
    84.9,
    91.3
   ],
   "mesures": 6,
   "couverture": 50,
   "poids_ouverts": true,
   "url": "https://quelleia.com/modeles/glm-5-3-flash/"
  },
  {
   "rang": 31,
   "id": "gpt-5-4",
   "nom": "GPT-5.4",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 88.1,
   "marge": [
    86.4,
    89.8
   ],
   "mesures": 8,
   "couverture": 67,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-5-4/"
  },
  {
   "rang": 32,
   "id": "claude-sonnet-4-6",
   "nom": "Claude Sonnet 4.6",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 87.3,
   "marge": [
    81.7,
    92.9
   ],
   "mesures": 7,
   "couverture": 58,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-sonnet-4-6/"
  },
  {
   "rang": 33,
   "id": "muse-spark-1-2",
   "nom": "Muse Spark 1.2",
   "editeur": "Meta AI",
   "pays": "États-Unis",
   "score": 86.5,
   "marge": [
    83.1,
    89.9
   ],
   "mesures": 5,
   "couverture": 42,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/muse-spark-1-2/"
  },
  {
   "rang": 34,
   "id": "gpt-5-2",
   "nom": "GPT-5.2",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 86,
   "marge": [
    83.1,
    88.9
   ],
   "mesures": 5,
   "couverture": 42,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-5-2/"
  },
  {
   "rang": 35,
   "id": "claude-opus-4-5",
   "nom": "Claude Opus 4.5",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 85.2,
   "marge": [
    82.5,
    87.9
   ],
   "mesures": 5,
   "couverture": 42,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-opus-4-5/"
  },
  {
   "rang": 36,
   "id": "gemini-3-6-flash",
   "nom": "Gemini 3.6 Flash",
   "editeur": "Google DeepMind",
   "pays": "États-Unis",
   "score": 85.2,
   "marge": [
    81.3,
    89.1
   ],
   "mesures": 5,
   "couverture": 42,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gemini-3-6-flash/"
  },
  {
   "rang": 37,
   "id": "muse-spark-1-1",
   "nom": "Muse Spark 1.1",
   "editeur": "Meta AI",
   "pays": "États-Unis",
   "score": 84.6,
   "marge": [
    80.2,
    89
   ],
   "mesures": 4,
   "couverture": 33,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/muse-spark-1-1/"
  },
  {
   "rang": 38,
   "id": "gemini-3-pro",
   "nom": "Gemini 3 Pro",
   "editeur": "Google DeepMind",
   "pays": "États-Unis",
   "score": 83.8,
   "marge": [
    80.1,
    87.6
   ],
   "mesures": 4,
   "couverture": 33,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gemini-3-pro/"
  },
  {
   "rang": 39,
   "id": "glm-5-2",
   "nom": "GLM-5.2",
   "editeur": "Z.ai (Zhipu AI)",
   "pays": "Chine",
   "score": 83,
   "marge": [
    79.8,
    86.3
   ],
   "mesures": 7,
   "couverture": 58,
   "poids_ouverts": true,
   "url": "https://quelleia.com/modeles/glm-5-2/"
  },
  {
   "rang": 40,
   "id": "gemini-3-5-flash",
   "nom": "Gemini 3.5 Flash",
   "editeur": "Google DeepMind",
   "pays": "États-Unis",
   "score": 82.8,
   "marge": [
    80.2,
    85.4
   ],
   "mesures": 6,
   "couverture": 50,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gemini-3-5-flash/"
  },
  {
   "rang": 41,
   "id": "gpt-5-4-mini",
   "nom": "GPT-5.4 Mini",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 82,
   "marge": [
    77.4,
    86.6
   ],
   "mesures": 4,
   "couverture": 33,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-5-4-mini/"
  },
  {
   "rang": 42,
   "id": "gemini-3-flash",
   "nom": "Gemini 3 Flash",
   "editeur": "Google DeepMind",
   "pays": "États-Unis",
   "score": 81.2,
   "marge": [
    77.2,
    85.2
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   "mesures": 4,
   "couverture": 33,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gemini-3-flash/"
  },
  {
   "rang": 43,
   "id": "qwen3-7-max",
   "nom": "Qwen3.7-Max",
   "editeur": "Alibaba",
   "pays": "Chine",
   "score": 80.9,
   "marge": [
    74.9,
    87
   ],
   "mesures": 4,
   "couverture": 33,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/qwen3-7-max/"
  },
  {
   "rang": 44,
   "id": "gpt-5-1",
   "nom": "GPT-5.1",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 80.4,
   "marge": [
    76.1,
    84.6
   ],
   "mesures": 5,
   "couverture": 42,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-5-1/"
  },
  {
   "rang": 45,
   "id": "gemini-3-1-pro",
   "nom": "Gemini 3.1 Pro",
   "editeur": "Google DeepMind",
   "pays": "États-Unis",
   "score": 80.4,
   "marge": [
    75.8,
    85
   ],
   "mesures": 8,
   "couverture": 67,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gemini-3-1-pro/"
  },
  {
   "rang": 46,
   "id": "kimi-k2-6",
   "nom": "Kimi K2.6",
   "editeur": "Moonshot",
   "pays": "Chine",
   "score": 80.4,
   "marge": [
    75.5,
    85.2
   ],
   "mesures": 5,
   "couverture": 42,
   "poids_ouverts": true,
   "url": "https://quelleia.com/modeles/kimi-k2-6/"
  },
  {
   "rang": 47,
   "id": "kimi-k2-7-code",
   "nom": "Kimi K2.7 Code",
   "editeur": "Moonshot",
   "pays": "Chine",
   "score": 80.1,
   "marge": [
    76.8,
    83.5
   ],
   "mesures": 5,
   "couverture": 42,
   "poids_ouverts": true,
   "url": "https://quelleia.com/modeles/kimi-k2-7-code/"
  },
  {
   "rang": 48,
   "id": "glm-5-1",
   "nom": "GLM-5.1",
   "editeur": "Z.ai (Zhipu AI)",
   "pays": "Chine",
   "score": 79.3,
   "marge": [
    74.7,
    83.9
   ],
   "mesures": 5,
   "couverture": 42,
   "poids_ouverts": true,
   "url": "https://quelleia.com/modeles/glm-5-1/"
  },
  {
   "rang": 49,
   "id": "gpt-5",
   "nom": "GPT-5",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 79.1,
   "marge": [
    74.9,
    83.3
   ],
   "mesures": 6,
   "couverture": 50,
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