{
 "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": "vision",
 "nom": "Classement Vision et multimodal",
 "modeles": [
  {
   "rang": 1,
   "id": "claude-opus-5-5",
   "nom": "Claude Opus 5.5",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 100.1,
   "marge": [
    97.8,
    102.4
   ],
   "mesures": 3,
   "couverture": 100,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-opus-5-5/"
  },
  {
   "rang": 2,
   "id": "gpt-6-astra",
   "nom": "GPT-6 Astra",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 99.3,
   "marge": [
    96.8,
    101.7
   ],
   "mesures": 3,
   "couverture": 100,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-6-astra/"
  },
  {
   "rang": 3,
   "id": "gpt-6-1-sol",
   "nom": "GPT-6.1 Sol",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 99.3,
   "marge": [
    96,
    102.5
   ],
   "mesures": 2,
   "couverture": 67,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-6-1-sol/"
  },
  {
   "rang": 4,
   "id": "gpt-6-1-terra",
   "nom": "GPT-6.1 Terra",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 98.7,
   "marge": [
    96.4,
    101
   ],
   "mesures": 2,
   "couverture": 67,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-6-1-terra/"
  },
  {
   "rang": 5,
   "id": "gemini-4-argon",
   "nom": "Gemini 4 Argon",
   "editeur": "Google DeepMind",
   "pays": "États-Unis",
   "score": 98.2,
   "marge": [
    95.9,
    100.5
   ],
   "mesures": 2,
   "couverture": 67,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gemini-4-argon/"
  },
  {
   "rang": 6,
   "id": "claude-sonnet-5-5",
   "nom": "Claude Sonnet 5.5",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 97.9,
   "marge": [
    94.1,
    101.8
   ],
   "mesures": 3,
   "couverture": 100,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-sonnet-5-5/"
  },
  {
   "rang": 7,
   "id": "claude-fable-5-1",
   "nom": "Claude Fable 5.1",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 97.1,
   "marge": [
    95.3,
    99
   ],
   "mesures": 3,
   "couverture": 100,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-fable-5-1/"
  },
  {
   "rang": 8,
   "id": "claude-opus-5",
   "nom": "Claude Opus 5",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 95,
   "marge": [
    92.2,
    97.9
   ],
   "mesures": 3,
   "couverture": 100,
   "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": 95,
   "marge": [
    92.2,
    97.8
   ],
   "mesures": 3,
   "couverture": 100,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-6-sol/"
  },
  {
   "rang": 10,
   "id": "gpt-5-6-sol",
   "nom": "GPT-5.6 Sol",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 94.5,
   "marge": [
    92.5,
    96.5
   ],
   "mesures": 3,
   "couverture": 100,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-5-6-sol/"
  },
  {
   "rang": 11,
   "id": "gpt-5-6-terra",
   "nom": "GPT-5.6 Terra",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 94,
   "marge": [
    91.1,
    96.8
   ],
   "mesures": 3,
   "couverture": 100,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-5-6-terra/"
  },
  {
   "rang": 12,
   "id": "claude-haiku-5-5",
   "nom": "Claude Haiku 5.5",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 92.6,
   "marge": [
    90.8,
    94.5
   ],
   "mesures": 2,
   "couverture": 67,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-haiku-5-5/"
  },
  {
   "rang": 13,
   "id": "gpt-5-5",
   "nom": "GPT-5.5",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 92.1,
   "marge": [
    89.8,
    94.3
   ],
   "mesures": 3,
   "couverture": 100,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-5-5/"
  },
  {
   "rang": 14,
   "id": "gemini-3-5-flash",
   "nom": "Gemini 3.5 Flash",
   "editeur": "Google DeepMind",
   "pays": "États-Unis",
   "score": 92.1,
   "marge": [
    86.9,
    97.3
   ],
   "mesures": 2,
   "couverture": 67,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gemini-3-5-flash/"
  },
  {
   "rang": 15,
   "id": "gpt-6-luna",
   "nom": "GPT-6 Luna",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 91.6,
   "marge": [
    87.2,
    95.9
   ],
   "mesures": 3,
   "couverture": 100,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-6-luna/"
  },
  {
   "rang": 16,
   "id": "grok-4-6",
   "nom": "Grok 4.6",
   "editeur": "xAI",
   "pays": "États-Unis",
   "score": 91,
   "marge": [
    88.1,
    94
   ],
   "mesures": 3,
   "couverture": 100,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/grok-4-6/"
  },
  {
   "rang": 17,
   "id": "claude-fable-5",
   "nom": "Claude Fable 5",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 90.8,
   "marge": [
    86.2,
    95.4
   ],
   "mesures": 3,
   "couverture": 100,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-fable-5/"
  },
  {
   "rang": 18,
   "id": "gpt-5-6-luna",
   "nom": "GPT-5.6 Luna",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 90.5,
   "marge": [
    86.5,
    94.4
   ],
   "mesures": 3,
   "couverture": 100,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-5-6-luna/"
  },
  {
   "rang": 19,
   "id": "gpt-5-4",
   "nom": "GPT-5.4",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 89.7,
   "marge": [
    86.8,
    92.6
   ],
   "mesures": 3,
   "couverture": 100,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-5-4/"
  },
  {
   "rang": 20,
   "id": "gemini-3-8-flash",
   "nom": "Gemini 3.8 Flash",
   "editeur": "Google DeepMind",
   "pays": "États-Unis",
   "score": 89.7,
   "marge": [
    84,
    95.4
   ],
   "mesures": 3,
   "couverture": 100,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gemini-3-8-flash/"
  },
  {
   "rang": 21,
   "id": "claude-opus-4-8",
   "nom": "Claude Opus 4.8",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 89.4,
   "marge": [
    84,
    94.8
   ],
   "mesures": 3,
   "couverture": 100,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-opus-4-8/"
  },
  {
   "rang": 22,
   "id": "gpt-5-2",
   "nom": "GPT-5.2",
   "editeur": "OpenAI",
   "pays": "États-Unis",
   "score": 89.2,
   "marge": [
    82.9,
    95.4
   ],
   "mesures": 2,
   "couverture": 67,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gpt-5-2/"
  },
  {
   "rang": 23,
   "id": "kimi-k3",
   "nom": "Kimi K3",
   "editeur": "Moonshot",
   "pays": "Chine",
   "score": 88.9,
   "marge": [
    85,
    92.8
   ],
   "mesures": 2,
   "couverture": 67,
   "poids_ouverts": true,
   "url": "https://quelleia.com/modeles/kimi-k3/"
  },
  {
   "rang": 24,
   "id": "claude-sonnet-5",
   "nom": "Claude Sonnet 5",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 88.6,
   "marge": [
    83.5,
    93.8
   ],
   "mesures": 2,
   "couverture": 67,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-sonnet-5/"
  },
  {
   "rang": 25,
   "id": "claude-opus-4-7",
   "nom": "Claude Opus 4.7",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 88.1,
   "marge": [
    83.9,
    92.3
   ],
   "mesures": 3,
   "couverture": 100,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-opus-4-7/"
  },
  {
   "rang": 26,
   "id": "gemini-3-6-flash",
   "nom": "Gemini 3.6 Flash",
   "editeur": "Google DeepMind",
   "pays": "États-Unis",
   "score": 88.1,
   "marge": [
    82.7,
    93.5
   ],
   "mesures": 3,
   "couverture": 100,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gemini-3-6-flash/"
  },
  {
   "rang": 27,
   "id": "grok-4-7",
   "nom": "Grok 4.7",
   "editeur": "xAI",
   "pays": "États-Unis",
   "score": 88.1,
   "marge": [
    81.8,
    94.4
   ],
   "mesures": 3,
   "couverture": 100,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/grok-4-7/"
  },
  {
   "rang": 28,
   "id": "grok-4-5",
   "nom": "Grok 4.5",
   "editeur": "xAI",
   "pays": "États-Unis",
   "score": 87.6,
   "marge": [
    82.5,
    92.7
   ],
   "mesures": 3,
   "couverture": 100,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/grok-4-5/"
  },
  {
   "rang": 29,
   "id": "deepseek-v4-1-flash",
   "nom": "DeepSeek V4.1 Flash",
   "editeur": "DeepSeek",
   "pays": "Chine",
   "score": 87.3,
   "marge": [
    81.7,
    92.9
   ],
   "mesures": 2,
   "couverture": 67,
   "poids_ouverts": true,
   "url": "https://quelleia.com/modeles/deepseek-v4-1-flash/"
  },
  {
   "rang": 30,
   "id": "gemini-3-1-pro",
   "nom": "Gemini 3.1 Pro",
   "editeur": "Google DeepMind",
   "pays": "États-Unis",
   "score": 87.3,
   "marge": [
    82.2,
    92.5
   ],
   "mesures": 3,
   "couverture": 100,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gemini-3-1-pro/"
  },
  {
   "rang": 31,
   "id": "gemini-3-7-flash",
   "nom": "Gemini 3.7 Flash",
   "editeur": "Google DeepMind",
   "pays": "États-Unis",
   "score": 86.2,
   "marge": [
    78,
    94.4
   ],
   "mesures": 2,
   "couverture": 67,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gemini-3-7-flash/"
  },
  {
   "rang": 32,
   "id": "claude-opus-4-6",
   "nom": "Claude Opus 4.6",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 86,
   "marge": [
    77.8,
    94.1
   ],
   "mesures": 2,
   "couverture": 67,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-opus-4-6/"
  },
  {
   "rang": 33,
   "id": "qwen3-8-max-0902",
   "nom": "Qwen3.8 Max (0902)",
   "editeur": "Alibaba",
   "pays": "Chine",
   "score": 86,
   "marge": [
    77.6,
    94.3
   ],
   "mesures": 2,
   "couverture": 67,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/qwen3-8-max-0902/"
  },
  {
   "rang": 34,
   "id": "mistral-large-4",
   "nom": "Mistral Large 4",
   "editeur": "Mistral AI",
   "pays": "France",
   "score": 81.5,
   "marge": [
    73.1,
    89.8
   ],
   "mesures": 2,
   "couverture": 67,
   "poids_ouverts": true,
   "url": "https://quelleia.com/modeles/mistral-large-4/"
  },
  {
   "rang": 35,
   "id": "claude-sonnet-4-6",
   "nom": "Claude Sonnet 4.6",
   "editeur": "Anthropic",
   "pays": "États-Unis",
   "score": 80.1,
   "marge": [
    70.9,
    89.4
   ],
   "mesures": 2,
   "couverture": 67,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/claude-sonnet-4-6/"
  },
  {
   "rang": 36,
   "id": "kimi-k2-6",
   "nom": "Kimi K2.6",
   "editeur": "Moonshot",
   "pays": "Chine",
   "score": 78,
   "marge": [
    68.7,
    87.3
   ],
   "mesures": 3,
   "couverture": 100,
   "poids_ouverts": true,
   "url": "https://quelleia.com/modeles/kimi-k2-6/"
  },
  {
   "rang": 37,
   "id": "gemini-3-flash",
   "nom": "Gemini 3 Flash",
   "editeur": "Google DeepMind",
   "pays": "États-Unis",
   "score": 76.7,
   "marge": [
    65.4,
    87.9
   ],
   "mesures": 2,
   "couverture": 67,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/gemini-3-flash/"
  },
  {
   "rang": 38,
   "id": "grok-4-3-beta",
   "nom": "Grok 4.3 Beta",
   "editeur": "xAI",
   "pays": "États-Unis",
   "score": 74,
   "marge": [
    64.5,
    83.5
   ],
   "mesures": 2,
   "couverture": 67,
   "poids_ouverts": false,
   "url": "https://quelleia.com/modeles/grok-4-3-beta/"
  }
 ]
}