{
  "slug": "ai-coding-models-statistics-2026",
  "title": "AI Coding Models Statistics 2026: The Real Cost per Task",
  "compiled": "2026-04-25",
  "rewritten": "2026-10-01",
  "verified": "2026-10-01",
  "compiler": "Vincent Forat / Preuve AI",
  "verification_method": "Model and agent figures come from Artificial Analysis public pages read on 2026-10-01 (Intelligence Index v4.3.2 and Coding Agent Index v1.5), spot-checked against individual model pages. Other figures were re-read on their publisher page on 2026-10-01; figures that could not be re-confirmed were cut.",
  "datasets": {
    "intelligence_index": {
      "source": {
        "name": "Artificial Analysis Intelligence Index v4.3.2 (10 evals: AA-Briefcase v1.1, GDPval-AA v2.1, AutomationBench-AA, Terminal-Bench 4.0, SciCode, HLE, GDP.pdf, CritPt, AA-Omniscience, AA-LCR v1.1)",
        "url": "https://artificialanalysis.ai/leaderboards/models",
        "model_page_example": "https://artificialanalysis.ai/models/claude-opus-5-5",
        "note": "cost_per_task = weighted average USD per Intelligence Index task at list API prices; snapshot via slopalytics.com bundle fetchedAt 2026-10-01T08:10Z, spot-checked equal on AA model page (Opus 5.5 max: 58, $5.98, 260M tokens)"
      },
      "rows": [
        {
          "model": "Claude Opus 5.5",
          "variant": "Claude Opus 5.5 (max with fallback)",
          "lab": "Anthropic",
          "released": "2026-09-22",
          "open_weights": false,
          "effort": "max",
          "intelligence_index": 57.6,
          "cost_per_task_usd": 5.982,
          "time_per_task_sec": 828,
          "output_tokens_per_task": 119166,
          "cost_full_index_run_usd": 8708,
          "output_tokens_full_run": 259888331,
          "input_price_per_m": 4,
          "output_price_per_m": 20,
          "context": 1000000,
          "output_speed_tps": 90
        },
        {
          "model": "Claude Opus 5.5",
          "variant": "Claude Opus 5.5 (xhigh with fallback)",
          "lab": "Anthropic",
          "released": "2026-09-22",
          "open_weights": false,
          "effort": "xhigh",
          "intelligence_index": 56,
          "cost_per_task_usd": 3.459,
          "time_per_task_sec": 515,
          "output_tokens_per_task": 65667,
          "cost_full_index_run_usd": 4057,
          "output_tokens_full_run": 99668308,
          "input_price_per_m": 4,
          "output_price_per_m": 20,
          "context": 1000000,
          "output_speed_tps": 77
        },
        {
          "model": "Claude Sonnet 5.5",
          "variant": "Claude Sonnet 5.5 (max with fallback)",
          "lab": "Anthropic",
          "released": "2026-09-28",
          "open_weights": false,
          "effort": "max",
          "intelligence_index": 56,
          "cost_per_task_usd": 7.621,
          "time_per_task_sec": 867,
          "output_tokens_per_task": 193527,
          "cost_full_index_run_usd": 9016,
          "output_tokens_full_run": 412092659,
          "input_price_per_m": 2,
          "output_price_per_m": 10,
          "context": 1000000,
          "output_speed_tps": 139
        },
        {
          "model": "Claude Opus 5.5",
          "variant": "Claude Opus 5.5 (high with fallback)",
          "lab": "Anthropic",
          "released": "2026-09-22",
          "open_weights": false,
          "effort": "high",
          "intelligence_index": 53.6,
          "cost_per_task_usd": 1.823,
          "time_per_task_sec": 301,
          "output_tokens_per_task": 35584,
          "cost_full_index_run_usd": 2172,
          "output_tokens_full_run": 52515439,
          "input_price_per_m": 4,
          "output_price_per_m": 20,
          "context": 1000000,
          "output_speed_tps": 73
        },
        {
          "model": "Claude Fable 5.1",
          "variant": "Claude Fable 5.1 (max with fallback)",
          "lab": "Anthropic",
          "released": "2026-09-01",
          "open_weights": false,
          "effort": "max",
          "intelligence_index": 53.4,
          "cost_per_task_usd": 7.63,
          "time_per_task_sec": 715,
          "output_tokens_per_task": 78111,
          "cost_full_index_run_usd": 13129,
          "output_tokens_full_run": 188465663,
          "input_price_per_m": 10,
          "output_price_per_m": 50,
          "context": 1000000,
          "output_speed_tps": 68
        },
        {
          "model": "Claude Fable 5.1",
          "variant": "Claude Fable 5.1 (xhigh with fallback)",
          "lab": "Anthropic",
          "released": "2026-09-01",
          "open_weights": false,
          "effort": "xhigh",
          "intelligence_index": 53.2,
          "cost_per_task_usd": 5.978,
          "time_per_task_sec": 631,
          "output_tokens_per_task": 60538,
          "cost_full_index_run_usd": 9063,
          "output_tokens_full_run": 120524006,
          "input_price_per_m": 10,
          "output_price_per_m": 50,
          "context": 1000000,
          "output_speed_tps": 59
        },
        {
          "model": "GPT-6 Astra",
          "variant": "GPT-6 Astra (max)",
          "lab": "OpenAI",
          "released": "2026-09-03",
          "open_weights": false,
          "effort": "max",
          "intelligence_index": 52.7,
          "cost_per_task_usd": 3.258,
          "time_per_task_sec": 528,
          "output_tokens_per_task": 27206,
          "cost_full_index_run_usd": 5324,
          "output_tokens_full_run": 60007725,
          "input_price_per_m": 10,
          "output_price_per_m": 50,
          "context": 1000000,
          "output_speed_tps": 51
        },
        {
          "model": "Gemini 4 Argon",
          "variant": "Gemini 4 Argon (high)",
          "lab": "Google",
          "released": "2026-09-30",
          "open_weights": false,
          "effort": "high",
          "intelligence_index": 52.6,
          "cost_per_task_usd": 1.99,
          "time_per_task_sec": null,
          "output_tokens_per_task": 61558,
          "cost_full_index_run_usd": 2407,
          "output_tokens_full_run": 112847057,
          "input_price_per_m": 2,
          "output_price_per_m": 10,
          "context": 1000000,
          "output_speed_tps": null
        },
        {
          "model": "GPT-6 Astra",
          "variant": "GPT-6 Astra (xhigh)",
          "lab": "OpenAI",
          "released": "2026-09-03",
          "open_weights": false,
          "effort": "xhigh",
          "intelligence_index": 52.4,
          "cost_per_task_usd": 2.309,
          "time_per_task_sec": 360,
          "output_tokens_per_task": 16901,
          "cost_full_index_run_usd": 3803,
          "output_tokens_full_run": 37901142,
          "input_price_per_m": 10,
          "output_price_per_m": 50,
          "context": 1000000,
          "output_speed_tps": 47
        },
        {
          "model": "Claude Sonnet 5.5",
          "variant": "Claude Sonnet 5.5 (xhigh with fallback)",
          "lab": "Anthropic",
          "released": "2026-09-28",
          "open_weights": false,
          "effort": "xhigh",
          "intelligence_index": 51.9,
          "cost_per_task_usd": 2.743,
          "time_per_task_sec": 439,
          "output_tokens_per_task": 73724,
          "cost_full_index_run_usd": 2738,
          "output_tokens_full_run": 104142365,
          "input_price_per_m": 2,
          "output_price_per_m": 10,
          "context": 1000000,
          "output_speed_tps": 101
        },
        {
          "model": "GPT-6.1 Sol",
          "variant": "GPT-6.1 Sol (max)",
          "lab": "OpenAI",
          "released": "2026-09-29",
          "open_weights": false,
          "effort": "max",
          "intelligence_index": 51.8,
          "cost_per_task_usd": 0.724,
          "time_per_task_sec": 593,
          "output_tokens_per_task": 38128,
          "cost_full_index_run_usd": 1082,
          "output_tokens_full_run": 67198855,
          "input_price_per_m": 2,
          "output_price_per_m": 10,
          "context": 1000000,
          "output_speed_tps": 64
        },
        {
          "model": "Claude Fable 5.1",
          "variant": "Claude Fable 5.1 (high with fallback)",
          "lab": "Anthropic",
          "released": "2026-09-01",
          "open_weights": false,
          "effort": "high",
          "intelligence_index": 51.2,
          "cost_per_task_usd": 3.913,
          "time_per_task_sec": 444,
          "output_tokens_per_task": 38054,
          "cost_full_index_run_usd": 5242,
          "output_tokens_full_run": 61994670,
          "input_price_per_m": 10,
          "output_price_per_m": 50,
          "context": 1000000,
          "output_speed_tps": 50
        },
        {
          "model": "Claude Opus 5.5",
          "variant": "Claude Opus 5.5 (medium with fallback)",
          "lab": "Anthropic",
          "released": "2026-09-22",
          "open_weights": false,
          "effort": "medium",
          "intelligence_index": 51.2,
          "cost_per_task_usd": 1.336,
          "time_per_task_sec": 221,
          "output_tokens_per_task": 25745,
          "cost_full_index_run_usd": 1627,
          "output_tokens_full_run": 38156195,
          "input_price_per_m": 4,
          "output_price_per_m": 20,
          "context": 1000000,
          "output_speed_tps": 71
        },
        {
          "model": "GPT-6.1 Sol",
          "variant": "GPT-6.1 Sol (xhigh)",
          "lab": "OpenAI",
          "released": "2026-09-29",
          "open_weights": false,
          "effort": "xhigh",
          "intelligence_index": 51,
          "cost_per_task_usd": 0.393,
          "time_per_task_sec": 290,
          "output_tokens_per_task": 17619,
          "cost_full_index_run_usd": 662,
          "output_tokens_full_run": 36005814,
          "input_price_per_m": 2,
          "output_price_per_m": 10,
          "context": 1000000,
          "output_speed_tps": 63
        },
        {
          "model": "GPT-6 Astra",
          "variant": "GPT-6 Astra (high)",
          "lab": "OpenAI",
          "released": "2026-09-03",
          "open_weights": false,
          "effort": "high",
          "intelligence_index": 50.9,
          "cost_per_task_usd": 1.725,
          "time_per_task_sec": 265,
          "output_tokens_per_task": 11813,
          "cost_full_index_run_usd": 2925,
          "output_tokens_full_run": 26227128,
          "input_price_per_m": 10,
          "output_price_per_m": 50,
          "context": 1000000,
          "output_speed_tps": 44
        },
        {
          "model": "GPT-6.1 Sol",
          "variant": "GPT-6.1 Sol (high)",
          "lab": "OpenAI",
          "released": "2026-09-29",
          "open_weights": false,
          "effort": "high",
          "intelligence_index": 50.2,
          "cost_per_task_usd": 0.319,
          "time_per_task_sec": 218,
          "output_tokens_per_task": 13192,
          "cost_full_index_run_usd": 521,
          "output_tokens_full_run": 25376903,
          "input_price_per_m": 2,
          "output_price_per_m": 10,
          "context": 1000000,
          "output_speed_tps": 60
        },
        {
          "model": "GPT-6 Astra",
          "variant": "GPT-6 Astra (medium)",
          "lab": "OpenAI",
          "released": "2026-09-03",
          "open_weights": false,
          "effort": "medium",
          "intelligence_index": 49.6,
          "cost_per_task_usd": 1.541,
          "time_per_task_sec": 214,
          "output_tokens_per_task": 9590,
          "cost_full_index_run_usd": 2434,
          "output_tokens_full_run": 18913587,
          "input_price_per_m": 10,
          "output_price_per_m": 50,
          "context": 1000000,
          "output_speed_tps": 44
        },
        {
          "model": "Claude Fable 5.1",
          "variant": "Claude Fable 5.1 (medium with fallback)",
          "lab": "Anthropic",
          "released": "2026-09-01",
          "open_weights": false,
          "effort": "medium",
          "intelligence_index": 48.9,
          "cost_per_task_usd": 2.983,
          "time_per_task_sec": 334,
          "output_tokens_per_task": 27888,
          "cost_full_index_run_usd": 3983,
          "output_tokens_full_run": 44205040,
          "input_price_per_m": 10,
          "output_price_per_m": 50,
          "context": 1000000,
          "output_speed_tps": 49
        },
        {
          "model": "Muse Spark 1.3",
          "variant": "Muse Spark 1.3 (max)",
          "lab": "Meta",
          "released": "2026-09-02",
          "open_weights": false,
          "effort": "max",
          "intelligence_index": 48.1,
          "cost_per_task_usd": 1.605,
          "time_per_task_sec": 351,
          "output_tokens_per_task": 60200,
          "cost_full_index_run_usd": 2000,
          "output_tokens_full_run": 167959769,
          "input_price_per_m": 1.25,
          "output_price_per_m": 4.25,
          "context": 1000000,
          "output_speed_tps": 174
        },
        {
          "model": "GPT-6.1 Sol",
          "variant": "GPT-6.1 Sol (medium)",
          "lab": "OpenAI",
          "released": "2026-09-29",
          "open_weights": false,
          "effort": "medium",
          "intelligence_index": 47.8,
          "cost_per_task_usd": 0.214,
          "time_per_task_sec": 138,
          "output_tokens_per_task": 8070,
          "cost_full_index_run_usd": 361,
          "output_tokens_full_run": 15265677,
          "input_price_per_m": 2,
          "output_price_per_m": 10,
          "context": 1000000,
          "output_speed_tps": 58
        },
        {
          "model": "GPT-6 Sol",
          "variant": "GPT-6 Sol (max)",
          "lab": "OpenAI",
          "released": "2026-09-22",
          "open_weights": false,
          "effort": "max",
          "intelligence_index": 47.6,
          "cost_per_task_usd": 1.045,
          "time_per_task_sec": 414,
          "output_tokens_per_task": 31000,
          "cost_full_index_run_usd": 1536,
          "output_tokens_full_run": 76751405,
          "input_price_per_m": 2,
          "output_price_per_m": 10,
          "context": 872000,
          "output_speed_tps": 74
        },
        {
          "model": "Claude Fable 5.1",
          "variant": "Claude Fable 5.1 (low with fallback)",
          "lab": "Anthropic",
          "released": "2026-09-01",
          "open_weights": false,
          "effort": "low",
          "intelligence_index": 46.8,
          "cost_per_task_usd": 2.371,
          "time_per_task_sec": 275,
          "output_tokens_per_task": 21562,
          "cost_full_index_run_usd": 3158,
          "output_tokens_full_run": 32508373,
          "input_price_per_m": 10,
          "output_price_per_m": 50,
          "context": 1000000,
          "output_speed_tps": 47
        },
        {
          "model": "Claude Sonnet 5.5",
          "variant": "Claude Sonnet 5.5 (high with fallback)",
          "lab": "Anthropic",
          "released": "2026-09-28",
          "open_weights": false,
          "effort": "high",
          "intelligence_index": 46.7,
          "cost_per_task_usd": 1.08,
          "time_per_task_sec": 221,
          "output_tokens_per_task": 34467,
          "cost_full_index_run_usd": 1176,
          "output_tokens_full_run": 49509779,
          "input_price_per_m": 2,
          "output_price_per_m": 10,
          "context": 1000000,
          "output_speed_tps": 94
        },
        {
          "model": "Grok 4.7",
          "variant": "Grok 4.7 (xhigh)",
          "lab": "SpaceXAI",
          "released": "2026-09-21",
          "open_weights": false,
          "effort": "xhigh",
          "intelligence_index": 46.4,
          "cost_per_task_usd": 3.738,
          "time_per_task_sec": 1158,
          "output_tokens_per_task": 80561,
          "cost_full_index_run_usd": 4967,
          "output_tokens_full_run": 240410045,
          "input_price_per_m": 2,
          "output_price_per_m": 6,
          "context": 500000,
          "output_speed_tps": 73
        },
        {
          "model": "Grok 4.7",
          "variant": "Grok 4.7 (high)",
          "lab": "SpaceXAI",
          "released": "2026-09-21",
          "open_weights": false,
          "effort": "high",
          "intelligence_index": 46.3,
          "cost_per_task_usd": 2.726,
          "time_per_task_sec": 894,
          "output_tokens_per_task": 65901,
          "cost_full_index_run_usd": 3881,
          "output_tokens_full_run": 197670478,
          "input_price_per_m": 2,
          "output_price_per_m": 6,
          "context": 500000,
          "output_speed_tps": 73
        },
        {
          "model": "MiMo-V2.6-Pro",
          "variant": "MiMo-V2.6-Pro",
          "lab": "Xiaomi",
          "released": "2026-09-21",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 46.3,
          "cost_per_task_usd": 0.133,
          "time_per_task_sec": 1471,
          "output_tokens_per_task": 64276,
          "cost_full_index_run_usd": 207,
          "output_tokens_full_run": 143690985,
          "input_price_per_m": 0.435,
          "output_price_per_m": 0.87,
          "context": 1000000,
          "output_speed_tps": 42
        },
        {
          "model": "GPT-6 Astra",
          "variant": "GPT-6 Astra (low)",
          "lab": "OpenAI",
          "released": "2026-09-03",
          "open_weights": false,
          "effort": "low",
          "intelligence_index": 45.8,
          "cost_per_task_usd": 0.818,
          "time_per_task_sec": 102,
          "output_tokens_per_task": 4433,
          "cost_full_index_run_usd": 1537,
          "output_tokens_full_run": 9994716,
          "input_price_per_m": 10,
          "output_price_per_m": 50,
          "context": 1000000,
          "output_speed_tps": 43
        },
        {
          "model": "Qwen3.8 Max (0902)",
          "variant": "Qwen3.8 Max (0902)",
          "lab": "Alibaba",
          "released": "2026-09-02",
          "open_weights": false,
          "effort": "default",
          "intelligence_index": 45.4,
          "cost_per_task_usd": 5.409,
          "time_per_task_sec": 2214,
          "output_tokens_per_task": 107730,
          "cost_full_index_run_usd": 4935,
          "output_tokens_full_run": 191963342,
          "input_price_per_m": 2,
          "output_price_per_m": 6,
          "context": 983616,
          "output_speed_tps": 39
        },
        {
          "model": "Muse Spark 1.3",
          "variant": "Muse Spark 1.3 (xhigh)",
          "lab": "Meta",
          "released": "2026-09-02",
          "open_weights": false,
          "effort": "xhigh",
          "intelligence_index": 45.1,
          "cost_per_task_usd": 1.368,
          "time_per_task_sec": 379,
          "output_tokens_per_task": 54513,
          "cost_full_index_run_usd": 1655,
          "output_tokens_full_run": 137080180,
          "input_price_per_m": 1.25,
          "output_price_per_m": 4.25,
          "context": 1000000,
          "output_speed_tps": 139
        },
        {
          "model": "GLM-5.3",
          "variant": "GLM-5.3 (max)",
          "lab": "Z AI",
          "released": "2026-08-18",
          "open_weights": true,
          "effort": "max",
          "intelligence_index": 44.8,
          "cost_per_task_usd": 2.006,
          "time_per_task_sec": 870,
          "output_tokens_per_task": 71128,
          "cost_full_index_run_usd": 2503,
          "output_tokens_full_run": 208643973,
          "input_price_per_m": 1.4,
          "output_price_per_m": 4.4,
          "context": 1000000,
          "output_speed_tps": 65
        },
        {
          "model": "GPT-6 Sol",
          "variant": "GPT-6 Sol (xhigh)",
          "lab": "OpenAI",
          "released": "2026-09-22",
          "open_weights": false,
          "effort": "xhigh",
          "intelligence_index": 44.2,
          "cost_per_task_usd": 0.521,
          "time_per_task_sec": 238,
          "output_tokens_per_task": 15838,
          "cost_full_index_run_usd": 855,
          "output_tokens_full_run": 40159799,
          "input_price_per_m": 2,
          "output_price_per_m": 10,
          "context": 872000,
          "output_speed_tps": 68
        },
        {
          "model": "Step 5 Preview",
          "variant": "Step 5 Preview",
          "lab": "StepFun",
          "released": "2026-09-18",
          "open_weights": false,
          "effort": "default",
          "intelligence_index": 43.7,
          "cost_per_task_usd": 0.717,
          "time_per_task_sec": 683,
          "output_tokens_per_task": 64144,
          "cost_full_index_run_usd": 929,
          "output_tokens_full_run": 156455616,
          "input_price_per_m": 1,
          "output_price_per_m": 2.7,
          "context": 1000000,
          "output_speed_tps": 85
        },
        {
          "model": "Kimi K3",
          "variant": "Kimi K3 (max)",
          "lab": "Kimi",
          "released": "2026-07-16",
          "open_weights": true,
          "effort": "max",
          "intelligence_index": 43.6,
          "cost_per_task_usd": 2,
          "time_per_task_sec": 1258,
          "output_tokens_per_task": 48455,
          "cost_full_index_run_usd": 3658,
          "output_tokens_full_run": 160780069,
          "input_price_per_m": 3,
          "output_price_per_m": 15,
          "context": 1048576,
          "output_speed_tps": 34
        },
        {
          "model": "GPT-6 Sol",
          "variant": "GPT-6 Sol (high)",
          "lab": "OpenAI",
          "released": "2026-09-22",
          "open_weights": false,
          "effort": "high",
          "intelligence_index": 42.4,
          "cost_per_task_usd": 0.373,
          "time_per_task_sec": 160,
          "output_tokens_per_task": 10292,
          "cost_full_index_run_usd": 605,
          "output_tokens_full_run": 25285300,
          "input_price_per_m": 2,
          "output_price_per_m": 10,
          "context": 872000,
          "output_speed_tps": 63
        },
        {
          "model": "Claude Opus 5.5",
          "variant": "Claude Opus 5.5 (low with fallback)",
          "lab": "Anthropic",
          "released": "2026-09-22",
          "open_weights": false,
          "effort": "low",
          "intelligence_index": 42.3,
          "cost_per_task_usd": 0.551,
          "time_per_task_sec": 88,
          "output_tokens_per_task": 10151,
          "cost_full_index_run_usd": 860,
          "output_tokens_full_run": 19566522,
          "input_price_per_m": 4,
          "output_price_per_m": 20,
          "context": 1000000,
          "output_speed_tps": 72
        },
        {
          "model": "GPT-5.6 Terra",
          "variant": "GPT-5.6 Terra (max)",
          "lab": "OpenAI",
          "released": "2026-07-09",
          "open_weights": false,
          "effort": "max",
          "intelligence_index": 42.1,
          "cost_per_task_usd": 1.399,
          "time_per_task_sec": 425,
          "output_tokens_per_task": 38897,
          "cost_full_index_run_usd": 2501,
          "output_tokens_full_run": 121832989,
          "input_price_per_m": 2,
          "output_price_per_m": 12,
          "context": 1000000,
          "output_speed_tps": 89
        },
        {
          "model": "GPT-6.1 Sol",
          "variant": "GPT-6.1 Sol (low)",
          "lab": "OpenAI",
          "released": "2026-09-29",
          "open_weights": false,
          "effort": "low",
          "intelligence_index": 42.1,
          "cost_per_task_usd": 0.131,
          "time_per_task_sec": 74,
          "output_tokens_per_task": 3977,
          "cost_full_index_run_usd": 250,
          "output_tokens_full_run": 9014298,
          "input_price_per_m": 2,
          "output_price_per_m": 10,
          "context": 1000000,
          "output_speed_tps": 55
        },
        {
          "model": "GLM 5.3 Flash",
          "variant": "GLM-5.3-Flash",
          "lab": "Z AI",
          "released": "2026-08-26",
          "open_weights": true,
          "effort": "max",
          "intelligence_index": 41.8,
          "cost_per_task_usd": 0.253,
          "time_per_task_sec": 1091,
          "output_tokens_per_task": 68673,
          "cost_full_index_run_usd": 280,
          "output_tokens_full_run": 180681476,
          "input_price_per_m": 0.15,
          "output_price_per_m": 0.5,
          "context": 1000000,
          "output_speed_tps": 45
        },
        {
          "model": "Gemini 3.8 Flash",
          "variant": "Gemini 3.8 Flash (high)",
          "lab": "Google",
          "released": "2026-09-02",
          "open_weights": false,
          "effort": "high",
          "intelligence_index": 40.9,
          "cost_per_task_usd": 1.243,
          "time_per_task_sec": 311,
          "output_tokens_per_task": 71003,
          "cost_full_index_run_usd": 1623,
          "output_tokens_full_run": 172228415,
          "input_price_per_m": 0.75,
          "output_price_per_m": 3.75,
          "context": 1000000,
          "output_speed_tps": 221
        },
        {
          "model": "Claude Sonnet 5.5",
          "variant": "Claude Sonnet 5.5 (medium with fallback)",
          "lab": "Anthropic",
          "released": "2026-09-28",
          "open_weights": false,
          "effort": "medium",
          "intelligence_index": 40.7,
          "cost_per_task_usd": 0.586,
          "time_per_task_sec": 132,
          "output_tokens_per_task": 19488,
          "cost_full_index_run_usd": 701,
          "output_tokens_full_run": 29490528,
          "input_price_per_m": 2,
          "output_price_per_m": 10,
          "context": 1000000,
          "output_speed_tps": 91
        },
        {
          "model": "Qwen3.8 2.4T A95B",
          "variant": "Qwen3.8 2.4T A95B",
          "lab": "Alibaba",
          "released": "2026-08-12",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 39.9,
          "cost_per_task_usd": 2.156,
          "time_per_task_sec": 1391,
          "output_tokens_per_task": 68602,
          "cost_full_index_run_usd": 2633,
          "output_tokens_full_run": 172217257,
          "input_price_per_m": 2,
          "output_price_per_m": 6,
          "context": 262000,
          "output_speed_tps": 40
        },
        {
          "model": "Gemini 3.8 Flash",
          "variant": "Gemini 3.8 Flash (medium)",
          "lab": "Google",
          "released": "2026-09-02",
          "open_weights": false,
          "effort": "medium",
          "intelligence_index": 39.8,
          "cost_per_task_usd": 0.931,
          "time_per_task_sec": null,
          "output_tokens_per_task": 52599,
          "cost_full_index_run_usd": 1100,
          "output_tokens_full_run": 95032920,
          "input_price_per_m": 0.75,
          "output_price_per_m": 3.75,
          "context": 1000000,
          "output_speed_tps": null
        },
        {
          "model": "GPT-6 Sol",
          "variant": "GPT-6 Sol (medium)",
          "lab": "OpenAI",
          "released": "2026-09-22",
          "open_weights": false,
          "effort": "medium",
          "intelligence_index": 39.8,
          "cost_per_task_usd": 0.247,
          "time_per_task_sec": null,
          "output_tokens_per_task": 6498,
          "cost_full_index_run_usd": 416,
          "output_tokens_full_run": 15901072,
          "input_price_per_m": 2,
          "output_price_per_m": 10,
          "context": 872000,
          "output_speed_tps": null
        },
        {
          "model": "Qwen3.8-Flash-Next",
          "variant": "Qwen3.8-Flash-Next",
          "lab": "Alibaba",
          "released": "2026-08-26",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 39.8,
          "cost_per_task_usd": 0.372,
          "time_per_task_sec": 1539,
          "output_tokens_per_task": 107885,
          "cost_full_index_run_usd": 363,
          "output_tokens_full_run": 244946977,
          "input_price_per_m": 0.15,
          "output_price_per_m": 0.47,
          "context": 256000,
          "output_speed_tps": 57
        },
        {
          "model": "DeepSeek V4.1 Flash",
          "variant": "DeepSeek V4.1 Flash (max)",
          "lab": "DeepSeek",
          "released": "2026-09-10",
          "open_weights": true,
          "effort": "max",
          "intelligence_index": 39.5,
          "cost_per_task_usd": 0.265,
          "time_per_task_sec": 319,
          "output_tokens_per_task": 88574,
          "cost_full_index_run_usd": 477,
          "output_tokens_full_run": 253113556,
          "input_price_per_m": 0.3,
          "output_price_per_m": 1.2,
          "context": 1000000,
          "output_speed_tps": 209
        },
        {
          "model": "GPT-6 Luna",
          "variant": "GPT-6 Luna (max)",
          "lab": "OpenAI",
          "released": "2026-09-22",
          "open_weights": false,
          "effort": "max",
          "intelligence_index": 38.1,
          "cost_per_task_usd": 0.068,
          "time_per_task_sec": 398,
          "output_tokens_per_task": 49956,
          "cost_full_index_run_usd": 122,
          "output_tokens_full_run": 144258466,
          "input_price_per_m": 0.1,
          "output_price_per_m": 0.5,
          "context": 1000000,
          "output_speed_tps": 125
        },
        {
          "model": "GPT-5.6 Terra",
          "variant": "GPT-5.6 Terra (xhigh)",
          "lab": "OpenAI",
          "released": "2026-07-09",
          "open_weights": false,
          "effort": "xhigh",
          "intelligence_index": 38,
          "cost_per_task_usd": 0.632,
          "time_per_task_sec": 255,
          "output_tokens_per_task": 20367,
          "cost_full_index_run_usd": 1187,
          "output_tokens_full_run": 51995246,
          "input_price_per_m": 2,
          "output_price_per_m": 12,
          "context": 1000000,
          "output_speed_tps": 80
        },
        {
          "model": "MiMo-V2.6-Flash",
          "variant": "MiMo-V2.6-Flash",
          "lab": "Xiaomi",
          "released": "2026-09-21",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 37.9,
          "cost_per_task_usd": 0.062,
          "time_per_task_sec": 1411,
          "output_tokens_per_task": 77637,
          "cost_full_index_run_usd": 109,
          "output_tokens_full_run": 244206097,
          "input_price_per_m": 0.14,
          "output_price_per_m": 0.28,
          "context": 1000000,
          "output_speed_tps": 51
        },
        {
          "model": "DeepSeek V4 Pro 0813",
          "variant": "DeepSeek V4 Pro 0813 (max)",
          "lab": "DeepSeek",
          "released": "2026-08-13",
          "open_weights": true,
          "effort": "max",
          "intelligence_index": 36,
          "cost_per_task_usd": 0.674,
          "time_per_task_sec": 512,
          "output_tokens_per_task": 55154,
          "cost_full_index_run_usd": 1122,
          "output_tokens_full_run": 162876499,
          "input_price_per_m": 1.32,
          "output_price_per_m": 3.96,
          "context": 1000000,
          "output_speed_tps": 87
        },
        {
          "model": "DeepSeek V4 Flash Vision",
          "variant": "DeepSeek V4 Flash Vision (max)",
          "lab": "DeepSeek",
          "released": "2026-08-21",
          "open_weights": false,
          "effort": "max",
          "intelligence_index": 34.8,
          "cost_per_task_usd": 0.314,
          "time_per_task_sec": 242,
          "output_tokens_per_task": 69174,
          "cost_full_index_run_usd": 445,
          "output_tokens_full_run": 170297611,
          "input_price_per_m": 0.44,
          "output_price_per_m": 1.32,
          "context": 1000000,
          "output_speed_tps": 211
        },
        {
          "model": "GPT-6 Luna",
          "variant": "GPT-6 Luna (xhigh)",
          "lab": "OpenAI",
          "released": "2026-09-22",
          "open_weights": false,
          "effort": "xhigh",
          "intelligence_index": 34.6,
          "cost_per_task_usd": 0.042,
          "time_per_task_sec": 210,
          "output_tokens_per_task": 27487,
          "cost_full_index_run_usd": 67,
          "output_tokens_full_run": 68515556,
          "input_price_per_m": 0.1,
          "output_price_per_m": 0.5,
          "context": 1000000,
          "output_speed_tps": 131
        },
        {
          "model": "GLM-5.3",
          "variant": "GLM-5.3 (low)",
          "lab": "Z AI",
          "released": "2026-08-18",
          "open_weights": true,
          "effort": "low",
          "intelligence_index": 34.3,
          "cost_per_task_usd": 0.852,
          "time_per_task_sec": 430,
          "output_tokens_per_task": 30041,
          "cost_full_index_run_usd": 1013,
          "output_tokens_full_run": 87587945,
          "input_price_per_m": 1.4,
          "output_price_per_m": 4.4,
          "context": 1000000,
          "output_speed_tps": 69
        },
        {
          "model": "GPT-5.6 Terra",
          "variant": "GPT-5.6 Terra (high)",
          "lab": "OpenAI",
          "released": "2026-07-09",
          "open_weights": false,
          "effort": "high",
          "intelligence_index": 34.2,
          "cost_per_task_usd": 0.338,
          "time_per_task_sec": 150,
          "output_tokens_per_task": 11294,
          "cost_full_index_run_usd": 768,
          "output_tokens_full_run": 33205685,
          "input_price_per_m": 2,
          "output_price_per_m": 12,
          "context": 1000000,
          "output_speed_tps": 72
        },
        {
          "model": "GPT-6 Sol",
          "variant": "GPT-6 Sol (low)",
          "lab": "OpenAI",
          "released": "2026-09-22",
          "open_weights": false,
          "effort": "low",
          "intelligence_index": 34.2,
          "cost_per_task_usd": 0.133,
          "time_per_task_sec": 58,
          "output_tokens_per_task": 3373,
          "cost_full_index_run_usd": 269,
          "output_tokens_full_run": 8916608,
          "input_price_per_m": 2,
          "output_price_per_m": 10,
          "context": 872000,
          "output_speed_tps": 56
        },
        {
          "model": "Qwen3.8 27B",
          "variant": "Qwen3.8 27B (xhigh)",
          "lab": "Alibaba",
          "released": "2026-08-14",
          "open_weights": true,
          "effort": "xhigh",
          "intelligence_index": 33.7,
          "cost_per_task_usd": 1.007,
          "time_per_task_sec": 1237,
          "output_tokens_per_task": 66797,
          "cost_full_index_run_usd": 1336,
          "output_tokens_full_run": 198290659,
          "input_price_per_m": 0.5,
          "output_price_per_m": 3,
          "context": 256000,
          "output_speed_tps": 45
        },
        {
          "model": "GPT-6 Luna",
          "variant": "GPT-6 Luna (high)",
          "lab": "OpenAI",
          "released": "2026-09-22",
          "open_weights": false,
          "effort": "high",
          "intelligence_index": 32.9,
          "cost_per_task_usd": 0.029,
          "time_per_task_sec": 160,
          "output_tokens_per_task": 19693,
          "cost_full_index_run_usd": 48,
          "output_tokens_full_run": 46806300,
          "input_price_per_m": 0.1,
          "output_price_per_m": 0.5,
          "context": 1000000,
          "output_speed_tps": 123
        },
        {
          "model": "GPT-5.6 Terra",
          "variant": "GPT-5.6 Terra (medium)",
          "lab": "OpenAI",
          "released": "2026-07-09",
          "open_weights": false,
          "effort": "medium",
          "intelligence_index": 30.1,
          "cost_per_task_usd": 0.183,
          "time_per_task_sec": 76,
          "output_tokens_per_task": 5478,
          "cost_full_index_run_usd": 447,
          "output_tokens_full_run": 16684399,
          "input_price_per_m": 2,
          "output_price_per_m": 12,
          "context": 1000000,
          "output_speed_tps": 72
        },
        {
          "model": "Kimi K3",
          "variant": "Kimi K3 (low)",
          "lab": "Kimi",
          "released": "2026-07-16",
          "open_weights": true,
          "effort": "low",
          "intelligence_index": 30.1,
          "cost_per_task_usd": 1.146,
          "time_per_task_sec": 334,
          "output_tokens_per_task": 12222,
          "cost_full_index_run_usd": 1190,
          "output_tokens_full_run": 21666644,
          "input_price_per_m": 3,
          "output_price_per_m": 15,
          "context": 1048576,
          "output_speed_tps": 35
        },
        {
          "model": "GPT-6 Luna",
          "variant": "GPT-6 Luna (medium)",
          "lab": "OpenAI",
          "released": "2026-09-22",
          "open_weights": false,
          "effort": "medium",
          "intelligence_index": 29.9,
          "cost_per_task_usd": 0.017,
          "time_per_task_sec": null,
          "output_tokens_per_task": 11456,
          "cost_full_index_run_usd": 31,
          "output_tokens_full_run": 28532183,
          "input_price_per_m": 0.1,
          "output_price_per_m": 0.5,
          "context": 1000000,
          "output_speed_tps": null
        },
        {
          "model": "Gemini 3.1 Pro Preview",
          "variant": "Gemini 3.1 Pro Preview",
          "lab": "Google",
          "released": "2026-02-19",
          "open_weights": false,
          "effort": "default",
          "intelligence_index": 29.7,
          "cost_per_task_usd": 0.675,
          "time_per_task_sec": 161,
          "output_tokens_per_task": 18112,
          "cost_full_index_run_usd": 1310,
          "output_tokens_full_run": 67075321,
          "input_price_per_m": 2,
          "output_price_per_m": 12,
          "context": 1000000,
          "output_speed_tps": 113
        },
        {
          "model": "MiniMax-M3",
          "variant": "MiniMax-M3",
          "lab": "MiniMax",
          "released": "2026-06-01",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 29.2,
          "cost_per_task_usd": 0.508,
          "time_per_task_sec": 509,
          "output_tokens_per_task": 48192,
          "cost_full_index_run_usd": 538,
          "output_tokens_full_run": 117058967,
          "input_price_per_m": 0.3,
          "output_price_per_m": 1.2,
          "context": 1000000,
          "output_speed_tps": 95
        },
        {
          "model": "GPT-6 Sol",
          "variant": "GPT-6 Sol (non-reasoning)",
          "lab": "OpenAI",
          "released": "2026-09-22",
          "open_weights": false,
          "effort": "none",
          "intelligence_index": 28.5,
          "cost_per_task_usd": 0.334,
          "time_per_task_sec": 77,
          "output_tokens_per_task": 4975,
          "cost_full_index_run_usd": 449,
          "output_tokens_full_run": 8311056,
          "input_price_per_m": 2,
          "output_price_per_m": 10,
          "context": 872000,
          "output_speed_tps": 64
        },
        {
          "model": "Qwen3.8 27B",
          "variant": "Qwen3.8 27B (medium)",
          "lab": "Alibaba",
          "released": "2026-08-14",
          "open_weights": true,
          "effort": "medium",
          "intelligence_index": 27.6,
          "cost_per_task_usd": 1.133,
          "time_per_task_sec": 1046,
          "output_tokens_per_task": 51943,
          "cost_full_index_run_usd": 1165,
          "output_tokens_full_run": 112758417,
          "input_price_per_m": 0.5,
          "output_price_per_m": 3,
          "context": 256000,
          "output_speed_tps": 48
        },
        {
          "model": "GPT-5.6 Terra",
          "variant": "GPT-5.6 Terra (low)",
          "lab": "OpenAI",
          "released": "2026-07-09",
          "open_weights": false,
          "effort": "low",
          "intelligence_index": 27.5,
          "cost_per_task_usd": 0.144,
          "time_per_task_sec": 53,
          "output_tokens_per_task": 3871,
          "cost_full_index_run_usd": 350,
          "output_tokens_full_run": 11297248,
          "input_price_per_m": 2,
          "output_price_per_m": 12,
          "context": 1000000,
          "output_speed_tps": 73
        },
        {
          "model": "Quasar 438B",
          "variant": "Quasar 438B (max)",
          "lab": "Multiverse Computing",
          "released": "2026-08-10",
          "open_weights": false,
          "effort": "max",
          "intelligence_index": 26.7,
          "cost_per_task_usd": 2.025,
          "time_per_task_sec": 508,
          "output_tokens_per_task": 72522,
          "cost_full_index_run_usd": 2504,
          "output_tokens_full_run": 376565703,
          "input_price_per_m": 0.6,
          "output_price_per_m": 1.8,
          "context": 1000000,
          "output_speed_tps": 139
        },
        {
          "model": "Apodex 1.1",
          "variant": "Apodex 1.1",
          "lab": "Apodex",
          "released": "2026-08-30",
          "open_weights": false,
          "effort": "default",
          "intelligence_index": 26.4,
          "cost_per_task_usd": 0.464,
          "time_per_task_sec": null,
          "output_tokens_per_task": 71434,
          "cost_full_index_run_usd": 939,
          "output_tokens_full_run": 232032805,
          "input_price_per_m": 0.3,
          "output_price_per_m": 3,
          "context": 256000,
          "output_speed_tps": null
        },
        {
          "model": "Qwen3.8 27B",
          "variant": "Qwen3.8 27B (low)",
          "lab": "Alibaba",
          "released": "2026-08-14",
          "open_weights": true,
          "effort": "low",
          "intelligence_index": 26.2,
          "cost_per_task_usd": 1.048,
          "time_per_task_sec": 908,
          "output_tokens_per_task": 45426,
          "cost_full_index_run_usd": 1060,
          "output_tokens_full_run": 82439603,
          "input_price_per_m": 0.5,
          "output_price_per_m": 3,
          "context": 256000,
          "output_speed_tps": 48
        },
        {
          "model": "GPT-5.5 Instant (June 2026)",
          "variant": "GPT-5.5 Instant (June 2026)",
          "lab": "OpenAI",
          "released": "2026-06-25",
          "open_weights": false,
          "effort": "default",
          "intelligence_index": 26,
          "cost_per_task_usd": 0.691,
          "time_per_task_sec": 45,
          "output_tokens_per_task": 5040,
          "cost_full_index_run_usd": 1184,
          "output_tokens_full_run": 10597575,
          "input_price_per_m": 5,
          "output_price_per_m": 30,
          "context": 400000,
          "output_speed_tps": 110
        },
        {
          "model": "Kimi K2.7 Code",
          "variant": "Kimi K2.7 Code",
          "lab": "Kimi",
          "released": "2026-06-12",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 25.8,
          "cost_per_task_usd": 0.541,
          "time_per_task_sec": 352,
          "output_tokens_per_task": 29886,
          "cost_full_index_run_usd": 993,
          "output_tokens_full_run": 122130503,
          "input_price_per_m": 0.95,
          "output_price_per_m": 4,
          "context": 256000,
          "output_speed_tps": 86
        },
        {
          "model": "Inkling Small",
          "variant": "Inkling Small",
          "lab": "Thinking Machines",
          "released": "2026-07-30",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 25.7,
          "cost_per_task_usd": 0.089,
          "time_per_task_sec": 142,
          "output_tokens_per_task": 30160,
          "cost_full_index_run_usd": 241,
          "output_tokens_full_run": 137277565,
          "input_price_per_m": 0.3,
          "output_price_per_m": 1.2,
          "context": 1000000,
          "output_speed_tps": 185
        },
        {
          "model": "Hy3",
          "variant": "Hy3",
          "lab": "Tencent",
          "released": "2026-07-06",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 25.3,
          "cost_per_task_usd": 0.072,
          "time_per_task_sec": 509,
          "output_tokens_per_task": 46161,
          "cost_full_index_run_usd": 150,
          "output_tokens_full_run": 172934205,
          "input_price_per_m": 0.136,
          "output_price_per_m": 0.5549999999999999,
          "context": 256000,
          "output_speed_tps": 87
        },
        {
          "model": "Qwen3.7 Plus",
          "variant": "Qwen3.7 Plus",
          "lab": "Alibaba",
          "released": "2026-06-01",
          "open_weights": false,
          "effort": "default",
          "intelligence_index": 25.2,
          "cost_per_task_usd": 0.217,
          "time_per_task_sec": 616,
          "output_tokens_per_task": 36346,
          "cost_full_index_run_usd": 428,
          "output_tokens_full_run": 134780616,
          "input_price_per_m": 0.4,
          "output_price_per_m": 1.6,
          "context": 1000000,
          "output_speed_tps": 56
        },
        {
          "model": "DeepSeek V4.1 Flash",
          "variant": "DeepSeek V4.1 Flash (non-reasoning)",
          "lab": "DeepSeek",
          "released": "2026-09-10",
          "open_weights": true,
          "effort": "none",
          "intelligence_index": 24.7,
          "cost_per_task_usd": 0.147,
          "time_per_task_sec": 173,
          "output_tokens_per_task": 33699,
          "cost_full_index_run_usd": 156,
          "output_tokens_full_run": 44506509,
          "input_price_per_m": 0.3,
          "output_price_per_m": 1.2,
          "context": 1000000,
          "output_speed_tps": 199
        },
        {
          "model": "Solar Mini 4",
          "variant": "Solar Mini 4",
          "lab": "Upstage",
          "released": "2026-09-22",
          "open_weights": false,
          "effort": "default",
          "intelligence_index": 24.1,
          "cost_per_task_usd": 0.363,
          "time_per_task_sec": 430,
          "output_tokens_per_task": 88301,
          "cost_full_index_run_usd": 497,
          "output_tokens_full_run": 365015396,
          "input_price_per_m": 0.1,
          "output_price_per_m": 0.4,
          "context": 1048576,
          "output_speed_tps": 201
        },
        {
          "model": "Nemotron 3 Ultra 550B A55B",
          "variant": "Nemotron 3 Ultra",
          "lab": "NVIDIA",
          "released": "2026-06-04",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 22.9,
          "cost_per_task_usd": 0.598,
          "time_per_task_sec": 173,
          "output_tokens_per_task": 28366,
          "cost_full_index_run_usd": 805,
          "output_tokens_full_run": 112448129,
          "input_price_per_m": 0.6,
          "output_price_per_m": 2.5,
          "context": 262144,
          "output_speed_tps": 158
        },
        {
          "model": "Gemini 3.5 Flash-Lite",
          "variant": "Gemini 3.5 Flash-Lite",
          "lab": "Google",
          "released": "2026-07-21",
          "open_weights": false,
          "effort": "high",
          "intelligence_index": 22.2,
          "cost_per_task_usd": 0.124,
          "time_per_task_sec": 55,
          "output_tokens_per_task": 17507,
          "cost_full_index_run_usd": 267,
          "output_tokens_full_run": 59475163,
          "input_price_per_m": 0.3,
          "output_price_per_m": 2.5,
          "context": 1000000,
          "output_speed_tps": 326
        },
        {
          "model": "GPT-6 Luna",
          "variant": "GPT-6 Luna (low)",
          "lab": "OpenAI",
          "released": "2026-09-22",
          "open_weights": false,
          "effort": "low",
          "intelligence_index": 21.5,
          "cost_per_task_usd": 0.005,
          "time_per_task_sec": 17,
          "output_tokens_per_task": 2086,
          "cost_full_index_run_usd": 11,
          "output_tokens_full_run": 8157793,
          "input_price_per_m": 0.1,
          "output_price_per_m": 0.5,
          "context": 1000000,
          "output_speed_tps": 124
        },
        {
          "model": "GPT-5.6 Terra",
          "variant": "GPT-5.6 Terra (non-reasoning)",
          "lab": "OpenAI",
          "released": "2026-07-09",
          "open_weights": false,
          "effort": "none",
          "intelligence_index": 20.8,
          "cost_per_task_usd": 0.14,
          "time_per_task_sec": 40,
          "output_tokens_per_task": 3129,
          "cost_full_index_run_usd": 256,
          "output_tokens_full_run": 5818048,
          "input_price_per_m": 2,
          "output_price_per_m": 12,
          "context": 1000000,
          "output_speed_tps": 77
        },
        {
          "model": "DeepSeek V4 Pro 0813",
          "variant": "DeepSeek V4 Pro 0813 (non-reasoning)",
          "lab": "DeepSeek",
          "released": "2026-08-13",
          "open_weights": true,
          "effort": "none",
          "intelligence_index": 20.4,
          "cost_per_task_usd": 0.477,
          "time_per_task_sec": 176,
          "output_tokens_per_task": 29149,
          "cost_full_index_run_usd": 566,
          "output_tokens_full_run": 40243606,
          "input_price_per_m": 1.32,
          "output_price_per_m": 3.96,
          "context": 1000000,
          "output_speed_tps": 166
        },
        {
          "model": "Qwen3.8 27B",
          "variant": "Qwen3.8 27B (non-reasoning)",
          "lab": "Alibaba",
          "released": "2026-08-14",
          "open_weights": true,
          "effort": "none",
          "intelligence_index": 20.2,
          "cost_per_task_usd": 2.488,
          "time_per_task_sec": 576,
          "output_tokens_per_task": 29975,
          "cost_full_index_run_usd": 2022,
          "output_tokens_full_run": 43025832,
          "input_price_per_m": 0.5,
          "output_price_per_m": 3,
          "context": 256000,
          "output_speed_tps": 50
        },
        {
          "model": "LongCat 2.0",
          "variant": "LongCat 2.0",
          "lab": "LongCat",
          "released": "2026-06-29",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 19.1,
          "cost_per_task_usd": 0.059,
          "time_per_task_sec": null,
          "output_tokens_per_task": 24525,
          "cost_full_index_run_usd": 221,
          "output_tokens_full_run": 142563450,
          "input_price_per_m": 0.3,
          "output_price_per_m": 1.2,
          "context": 1000000,
          "output_speed_tps": null
        },
        {
          "model": "GPT-6 Luna",
          "variant": "GPT-6 Luna (non-reasoning)",
          "lab": "OpenAI",
          "released": "2026-09-22",
          "open_weights": false,
          "effort": "none",
          "intelligence_index": 18.5,
          "cost_per_task_usd": 0.011,
          "time_per_task_sec": 29,
          "output_tokens_per_task": 3757,
          "cost_full_index_run_usd": 19,
          "output_tokens_full_run": 6917761,
          "input_price_per_m": 0.1,
          "output_price_per_m": 0.5,
          "context": 1000000,
          "output_speed_tps": 131
        },
        {
          "model": "Qwen3.5 397B A17B",
          "variant": "Qwen3.5 397B A17B",
          "lab": "Alibaba",
          "released": "2026-02-16",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 18.4,
          "cost_per_task_usd": 0.475,
          "time_per_task_sec": 195,
          "output_tokens_per_task": 18666,
          "cost_full_index_run_usd": 941,
          "output_tokens_full_run": 95075660,
          "input_price_per_m": 0.6,
          "output_price_per_m": 3.6,
          "context": 262144,
          "output_speed_tps": 85
        },
        {
          "model": "Qwen3.6 35B A3B",
          "variant": "Qwen3.6 35B A3B",
          "lab": "Alibaba",
          "released": "2026-04-16",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 18.2,
          "cost_per_task_usd": 0.475,
          "time_per_task_sec": 268,
          "output_tokens_per_task": 34594,
          "cost_full_index_run_usd": 896,
          "output_tokens_full_run": 161172608,
          "input_price_per_m": 0.375,
          "output_price_per_m": 2.25,
          "context": 262144,
          "output_speed_tps": 125
        },
        {
          "model": "Muse Glimmer",
          "variant": "Muse Glimmer (high)",
          "lab": "Meta",
          "released": "2026-08-10",
          "open_weights": true,
          "effort": "high",
          "intelligence_index": 17.5,
          "cost_per_task_usd": 0.057,
          "time_per_task_sec": 97,
          "output_tokens_per_task": 13925,
          "cost_full_index_run_usd": 149,
          "output_tokens_full_run": 58642969,
          "input_price_per_m": 0.32499999999999996,
          "output_price_per_m": 1.35,
          "context": 131072,
          "output_speed_tps": 148
        },
        {
          "model": "Claude 4.5 Haiku",
          "variant": "Claude 4.5 Haiku",
          "lab": "Anthropic",
          "released": "2025-10-15",
          "open_weights": false,
          "effort": "default",
          "intelligence_index": 16.9,
          "cost_per_task_usd": 0.277,
          "time_per_task_sec": 150,
          "output_tokens_per_task": 18485,
          "cost_full_index_run_usd": 594,
          "output_tokens_full_run": 77633689,
          "input_price_per_m": 1,
          "output_price_per_m": 5,
          "context": 200000,
          "output_speed_tps": 95
        },
        {
          "model": "Ring-2.6-1T",
          "variant": "Ring-2.6-1T",
          "lab": "InclusionAI",
          "released": "2026-05-08",
          "open_weights": true,
          "effort": "xhigh",
          "intelligence_index": 16.6,
          "cost_per_task_usd": 0.287,
          "time_per_task_sec": 342,
          "output_tokens_per_task": 43775,
          "cost_full_index_run_usd": 576,
          "output_tokens_full_run": 119132775,
          "input_price_per_m": 0.3,
          "output_price_per_m": 2.5,
          "context": 262144,
          "output_speed_tps": 118
        },
        {
          "model": "Qwen3.5 122B A10B",
          "variant": "Qwen3.5 122B A10B",
          "lab": "Alibaba",
          "released": "2026-02-24",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 15.6,
          "cost_per_task_usd": 0.325,
          "time_per_task_sec": 133,
          "output_tokens_per_task": 17114,
          "cost_full_index_run_usd": 661,
          "output_tokens_full_run": 100740507,
          "input_price_per_m": 0.4,
          "output_price_per_m": 3.2,
          "context": 262144,
          "output_speed_tps": 125
        },
        {
          "model": "Gemma 4 31B",
          "variant": "Gemma 4 31B",
          "lab": "Google",
          "released": "2026-04-02",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 14.7,
          "cost_per_task_usd": 0,
          "time_per_task_sec": 347,
          "output_tokens_per_task": 12582,
          "cost_full_index_run_usd": 0,
          "output_tokens_full_run": 48607603,
          "input_price_per_m": 0,
          "output_price_per_m": 0,
          "context": 256000,
          "output_speed_tps": 36
        },
        {
          "model": "Mistral Medium 3.5",
          "variant": "Mistral Medium 3.5",
          "lab": "Mistral",
          "released": "2026-04-29",
          "open_weights": true,
          "effort": "high",
          "intelligence_index": 14.2,
          "cost_per_task_usd": 0.502,
          "time_per_task_sec": 150,
          "output_tokens_per_task": 26086,
          "cost_full_index_run_usd": 1264,
          "output_tokens_full_run": 100688467,
          "input_price_per_m": 1.5,
          "output_price_per_m": 7.5,
          "context": 256000,
          "output_speed_tps": 165
        },
        {
          "model": "Command A+",
          "variant": "Command A+",
          "lab": "Cohere",
          "released": "2026-05-20",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 13.1,
          "cost_per_task_usd": 0,
          "time_per_task_sec": 105,
          "output_tokens_per_task": 22312,
          "cost_full_index_run_usd": 0,
          "output_tokens_full_run": 66974426,
          "input_price_per_m": 0,
          "output_price_per_m": 0,
          "context": 192000,
          "output_speed_tps": 209
        },
        {
          "model": "Nemotron 3.5 Lightning",
          "variant": "Nemotron 3.5 Lightning",
          "lab": "NVIDIA",
          "released": "2026-08-11",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 12.9,
          "cost_per_task_usd": 0.093,
          "time_per_task_sec": 116,
          "output_tokens_per_task": 36798,
          "cost_full_index_run_usd": 105,
          "output_tokens_full_run": 120932222,
          "input_price_per_m": 0.06,
          "output_price_per_m": 0.2,
          "context": 1000000,
          "output_speed_tps": 299
        },
        {
          "model": "Nemotron 3 Super 120B A12B",
          "variant": "Nemotron 3 Super",
          "lab": "NVIDIA",
          "released": "2026-03-11",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 12.8,
          "cost_per_task_usd": 1.639,
          "time_per_task_sec": 647,
          "output_tokens_per_task": 113823,
          "cost_full_index_run_usd": 1319,
          "output_tokens_full_run": 172413752,
          "input_price_per_m": 0.3,
          "output_price_per_m": 0.9,
          "context": 1000000,
          "output_speed_tps": 163
        },
        {
          "model": "Mercury 2.5",
          "variant": "Mercury 2.5",
          "lab": "Inception",
          "released": "2026-09-08",
          "open_weights": false,
          "effort": "default",
          "intelligence_index": 12.3,
          "cost_per_task_usd": 0.117,
          "time_per_task_sec": 14,
          "output_tokens_per_task": 9098,
          "cost_full_index_run_usd": 218,
          "output_tokens_full_run": 35253099,
          "input_price_per_m": 0.25,
          "output_price_per_m": 0.75,
          "context": 260000,
          "output_speed_tps": 591
        },
        {
          "model": "gpt-oss-120b",
          "variant": "gpt-oss-120b (high)",
          "lab": "OpenAI",
          "released": "2025-08-05",
          "open_weights": true,
          "effort": "high",
          "intelligence_index": 11.6,
          "cost_per_task_usd": 0.107,
          "time_per_task_sec": 144,
          "output_tokens_per_task": 26954,
          "cost_full_index_run_usd": 122,
          "output_tokens_full_run": 84169255,
          "input_price_per_m": 0.15,
          "output_price_per_m": 0.595,
          "context": 131072,
          "output_speed_tps": 171
        },
        {
          "model": "Mistral Small 4",
          "variant": "Mistral Small 4",
          "lab": "Mistral",
          "released": "2026-03-16",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 11.3,
          "cost_per_task_usd": 0.015,
          "time_per_task_sec": 97,
          "output_tokens_per_task": 14390,
          "cost_full_index_run_usd": 42,
          "output_tokens_full_run": 53922594,
          "input_price_per_m": 0.15,
          "output_price_per_m": 0.6,
          "context": 256000,
          "output_speed_tps": 177
        },
        {
          "model": "Qwen3.5 9B",
          "variant": "Qwen3.5 9B",
          "lab": "Alibaba",
          "released": "2026-03-02",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 11.2,
          "cost_per_task_usd": 0.213,
          "time_per_task_sec": 788,
          "output_tokens_per_task": 34895,
          "cost_full_index_run_usd": 329,
          "output_tokens_full_run": 215276742,
          "input_price_per_m": 0.135,
          "output_price_per_m": 0.2,
          "context": 262144,
          "output_speed_tps": 36
        },
        {
          "model": "Granite 4.2 8B",
          "variant": "Granite 4.2 8B",
          "lab": "IBM",
          "released": "2026-08-25",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 11.1,
          "cost_per_task_usd": 0.024,
          "time_per_task_sec": 490,
          "output_tokens_per_task": 33399,
          "cost_full_index_run_usd": 53,
          "output_tokens_full_run": 125699559,
          "input_price_per_m": 0.06,
          "output_price_per_m": 0.25,
          "context": 131072,
          "output_speed_tps": 66
        },
        {
          "model": "Ling 3.0 Tiny",
          "variant": "Ling 3.0 Tiny",
          "lab": "InclusionAI",
          "released": "2026-08-06",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 11.1,
          "cost_per_task_usd": 0,
          "time_per_task_sec": 1221,
          "output_tokens_per_task": 70287,
          "cost_full_index_run_usd": 0,
          "output_tokens_full_run": 231700870,
          "input_price_per_m": 0,
          "output_price_per_m": 0,
          "context": 262144,
          "output_speed_tps": 57
        },
        {
          "model": "Trinity Large Thinking",
          "variant": "Trinity Large Thinking",
          "lab": "Arcee AI",
          "released": "2026-04-01",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 10.8,
          "cost_per_task_usd": 0.119,
          "time_per_task_sec": 128,
          "output_tokens_per_task": 41110,
          "cost_full_index_run_usd": 233,
          "output_tokens_full_run": 160689317,
          "input_price_per_m": 0.25,
          "output_price_per_m": 0.8,
          "context": 512000,
          "output_speed_tps": 342
        },
        {
          "model": "North Mini Code",
          "variant": "North Mini Code",
          "lab": "Cohere",
          "released": "2026-06-09",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 9.9,
          "cost_per_task_usd": 0,
          "time_per_task_sec": 236,
          "output_tokens_per_task": 18355,
          "cost_full_index_run_usd": 0,
          "output_tokens_full_run": 81537442,
          "input_price_per_m": 0,
          "output_price_per_m": 0,
          "context": 256000,
          "output_speed_tps": 76
        },
        {
          "model": "Mistral Large 3",
          "variant": "Mistral Large 3",
          "lab": "Mistral",
          "released": "2025-12-02",
          "open_weights": true,
          "effort": "none",
          "intelligence_index": 9.3,
          "cost_per_task_usd": 0.031,
          "time_per_task_sec": 70,
          "output_tokens_per_task": 5566,
          "cost_full_index_run_usd": 46,
          "output_tokens_full_run": 9784489,
          "input_price_per_m": 0.5,
          "output_price_per_m": 1.5,
          "context": 256000,
          "output_speed_tps": 79
        },
        {
          "model": "Qwen3 Coder Next",
          "variant": "Qwen3 Coder Next",
          "lab": "Alibaba",
          "released": "2026-02-03",
          "open_weights": true,
          "effort": "none",
          "intelligence_index": 9.2,
          "cost_per_task_usd": 0.552,
          "time_per_task_sec": 198,
          "output_tokens_per_task": 15145,
          "cost_full_index_run_usd": 476,
          "output_tokens_full_run": 33980218,
          "input_price_per_m": 0.35,
          "output_price_per_m": 1.2,
          "context": 256000,
          "output_speed_tps": 75
        },
        {
          "model": "Granite 4.2 3B",
          "variant": "Granite 4.2 3B",
          "lab": "IBM",
          "released": "2026-08-25",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 9.1,
          "cost_per_task_usd": 0.006,
          "time_per_task_sec": 80,
          "output_tokens_per_task": 18625,
          "cost_full_index_run_usd": 15,
          "output_tokens_full_run": 92027794,
          "input_price_per_m": 0.03,
          "output_price_per_m": 0.12,
          "context": 131072,
          "output_speed_tps": 223
        },
        {
          "model": "gpt-oss-20b",
          "variant": "gpt-oss-20b (high)",
          "lab": "OpenAI",
          "released": "2025-08-05",
          "open_weights": true,
          "effort": "high",
          "intelligence_index": 9,
          "cost_per_task_usd": 0.012,
          "time_per_task_sec": 98,
          "output_tokens_per_task": 18109,
          "cost_full_index_run_usd": 31,
          "output_tokens_full_run": 69793295,
          "input_price_per_m": 0.07,
          "output_price_per_m": 0.18,
          "context": 131072,
          "output_speed_tps": 171
        },
        {
          "model": "NVIDIA Nemotron 3 Nano 30B A3B",
          "variant": "Nemotron 3 Nano",
          "lab": "NVIDIA",
          "released": "2025-12-15",
          "open_weights": true,
          "effort": "default",
          "intelligence_index": 8.9,
          "cost_per_task_usd": 0.017,
          "time_per_task_sec": 133,
          "output_tokens_per_task": 26975,
          "cost_full_index_run_usd": 64,
          "output_tokens_full_run": 178496460,
          "input_price_per_m": 0.05,
          "output_price_per_m": 0.2,
          "context": 1000000,
          "output_speed_tps": 193
        },
        {
          "model": "Celeris-1",
          "variant": "Celeris-1",
          "lab": "Celeris",
          "released": "2026-07-24",
          "open_weights": false,
          "effort": "none",
          "intelligence_index": 6.3,
          "cost_per_task_usd": 0.05,
          "time_per_task_sec": 3,
          "output_tokens_per_task": 6010,
          "cost_full_index_run_usd": 60,
          "output_tokens_full_run": 8161114,
          "input_price_per_m": 0.2,
          "output_price_per_m": 0.7,
          "context": 131072,
          "output_speed_tps": 1502
        },
        {
          "model": "Ministral 3 14B",
          "variant": "Ministral 3 14B",
          "lab": "Mistral",
          "released": "2025-12-02",
          "open_weights": true,
          "effort": "none",
          "intelligence_index": 6,
          "cost_per_task_usd": 0.019,
          "time_per_task_sec": 81,
          "output_tokens_per_task": 6017,
          "cost_full_index_run_usd": 38,
          "output_tokens_full_run": 14531784,
          "input_price_per_m": 0.2,
          "output_price_per_m": 0.2,
          "context": 256000,
          "output_speed_tps": 73
        },
        {
          "model": "Ministral 3 8B",
          "variant": "Ministral 3 8B",
          "lab": "Mistral",
          "released": "2025-12-02",
          "open_weights": true,
          "effort": "none",
          "intelligence_index": 5.5,
          "cost_per_task_usd": 0.011,
          "time_per_task_sec": 80,
          "output_tokens_per_task": 7896,
          "cost_full_index_run_usd": 27,
          "output_tokens_full_run": 19595409,
          "input_price_per_m": 0.15,
          "output_price_per_m": 0.15,
          "context": 256000,
          "output_speed_tps": 93
        },
        {
          "model": "Ministral 3 3B",
          "variant": "Ministral 3 3B",
          "lab": "Mistral",
          "released": "2025-12-02",
          "open_weights": true,
          "effort": "none",
          "intelligence_index": 4.8,
          "cost_per_task_usd": 0.008,
          "time_per_task_sec": 63,
          "output_tokens_per_task": 13088,
          "cost_full_index_run_usd": 12,
          "output_tokens_full_run": 26833240,
          "input_price_per_m": 0.1,
          "output_price_per_m": 0.1,
          "context": 256000,
          "output_speed_tps": 198
        }
      ]
    },
    "coding_agent_index": {
      "source": {
        "name": "Artificial Analysis Coding Agent Index v1.5 (DeepSWE v1.1 113 tasks by Datacurve, Terminal-Bench 4.0 66 tasks by Laude Institute, SWE-Atlas-QnA 124 tasks by Scale AI; pass@1 averaged over 3 attempts; equal weights)",
        "url": "https://artificialanalysis.ai/agents/coding-agents",
        "note": "cost_per_task = average pay-per-token API cost per task incl. cache pricing; many users pay via subscription instead. wall_time = agent wall time per task. Rows: all 31. Antigravity CLI + Gemini 4 Argon (high) is scored but flagged \"Not publicly available\" by AA on 1 Oct 2026 (field not_publicly_available)."
      },
      "rows": [
        {
          "label": "Claude Code - Sonnet 5.5 (max)",
          "unavailable": false,
          "coding_agent_index": 68.4,
          "cost_per_task_usd": 14.19,
          "wall_time_min": 87.4,
          "turns": 266,
          "output_tokens_k": 601,
          "cache_hit_rate": 0.95,
          "total_tokens_m": 27.7,
          "full_run_cost_usd": 4300,
          "cost_p50_usd": 12.35,
          "cost_p95_usd": 28.29,
          "evals": {
            "deep-swe-v1.1": 72,
            "swe-atlas-qna": 66.9,
            "terminal-bench-v4": 66.2
          }
        },
        {
          "label": "Claude Code - Opus 5.5 (max)",
          "unavailable": false,
          "coding_agent_index": 66,
          "cost_per_task_usd": 13.04,
          "wall_time_min": 64.5,
          "turns": 155,
          "output_tokens_k": 333,
          "cache_hit_rate": 0.95,
          "total_tokens_m": 15.6,
          "full_run_cost_usd": 3950,
          "cost_p50_usd": 11.48,
          "cost_p95_usd": 27.62,
          "evals": {
            "deep-swe-v1.1": 68.4,
            "swe-atlas-qna": 66.4,
            "terminal-bench-v4": 63.1
          }
        },
        {
          "label": "Antigravity CLI - Gemini 4 Argon (high)",
          "unavailable": true,
          "coding_agent_index": 63.8,
          "cost_per_task_usd": 5.84,
          "wall_time_min": 34.5,
          "turns": 149,
          "output_tokens_k": 112,
          "cache_hit_rate": 0.87,
          "total_tokens_m": 13.7,
          "full_run_cost_usd": 1765,
          "cost_p50_usd": 4.26,
          "cost_p95_usd": 15.24,
          "evals": {
            "deep-swe-v1.1": 78.8,
            "swe-atlas-qna": 56.5,
            "terminal-bench-v4": 56.1
          },
          "not_publicly_available": true
        },
        {
          "label": "Codex - GPT-6.1 Sol (xhigh)",
          "unavailable": false,
          "coding_agent_index": 62.9,
          "cost_per_task_usd": 1.04,
          "wall_time_min": 15.5,
          "turns": 40,
          "output_tokens_k": 35,
          "cache_hit_rate": 0.93,
          "total_tokens_m": 3.2,
          "full_run_cost_usd": 313,
          "cost_p50_usd": 0.82,
          "cost_p95_usd": 2.16,
          "evals": {
            "deep-swe-v1.1": 73.2,
            "swe-atlas-qna": 61,
            "terminal-bench-v4": 54.5
          }
        },
        {
          "label": "Claude Code - Sonnet 5.5 (xhigh)",
          "unavailable": false,
          "coding_agent_index": 62.9,
          "cost_per_task_usd": 3.33,
          "wall_time_min": 27,
          "turns": 78,
          "output_tokens_k": 126,
          "cache_hit_rate": 0.96,
          "total_tokens_m": 7.1,
          "full_run_cost_usd": 1010,
          "cost_p50_usd": 2.81,
          "cost_p95_usd": 7.18,
          "evals": {
            "deep-swe-v1.1": 68.4,
            "swe-atlas-qna": 62.1,
            "terminal-bench-v4": 58.1
          }
        },
        {
          "label": "Claude Code - Fable 5.1 (max) (with fallback)",
          "unavailable": false,
          "coding_agent_index": 62.2,
          "cost_per_task_usd": 12.39,
          "wall_time_min": 34.8,
          "turns": 37,
          "output_tokens_k": 134,
          "cache_hit_rate": 0.92,
          "total_tokens_m": 5.7,
          "full_run_cost_usd": 3754,
          "cost_p50_usd": 11.04,
          "cost_p95_usd": 22.44,
          "evals": {
            "deep-swe-v1.1": 64.3,
            "swe-atlas-qna": 64.8,
            "terminal-bench-v4": 57.6
          }
        },
        {
          "label": "Devin Fusion CLI - Claude Fable 5.1 XHigh + SWE-2 Medium",
          "unavailable": false,
          "coding_agent_index": 61.7,
          "cost_per_task_usd": 7.9,
          "wall_time_min": 35.8,
          "turns": 100,
          "output_tokens_k": 101,
          "cache_hit_rate": 0.96,
          "total_tokens_m": 9.7,
          "full_run_cost_usd": 2393,
          "cost_p50_usd": 6.57,
          "cost_p95_usd": 16.73,
          "evals": {
            "deep-swe-v1.1": 63.1,
            "swe-atlas-qna": 65.9,
            "terminal-bench-v4": 56.1
          }
        },
        {
          "label": "Codex - GPT-6 Astra (max)",
          "unavailable": false,
          "coding_agent_index": 61.6,
          "cost_per_task_usd": 7.47,
          "wall_time_min": 29.4,
          "turns": 39,
          "output_tokens_k": 47,
          "cache_hit_rate": 0.93,
          "total_tokens_m": 3.3,
          "full_run_cost_usd": 2251,
          "cost_p50_usd": 6.13,
          "cost_p95_usd": 14.87,
          "evals": {
            "deep-swe-v1.1": 67.6,
            "swe-atlas-qna": 61.8,
            "terminal-bench-v4": 55.6
          }
        },
        {
          "label": "Codex - GPT-6.1 Sol (medium)",
          "unavailable": false,
          "coding_agent_index": 61.4,
          "cost_per_task_usd": 0.7,
          "wall_time_min": 10.9,
          "turns": 38,
          "output_tokens_k": 22,
          "cache_hit_rate": 0.92,
          "total_tokens_m": 2.3,
          "full_run_cost_usd": 212,
          "cost_p50_usd": 0.49,
          "cost_p95_usd": 1.47,
          "evals": {
            "deep-swe-v1.1": 72,
            "swe-atlas-qna": 60.8,
            "terminal-bench-v4": 51.5
          }
        },
        {
          "label": "Codex - GPT-6.1 Sol (max)",
          "unavailable": false,
          "coding_agent_index": 60.1,
          "cost_per_task_usd": 1.55,
          "wall_time_min": 24.4,
          "turns": 40,
          "output_tokens_k": 62,
          "cache_hit_rate": 0.93,
          "total_tokens_m": 4,
          "full_run_cost_usd": 469,
          "cost_p50_usd": 1.14,
          "cost_p95_usd": 3.74,
          "evals": {
            "deep-swe-v1.1": 69.6,
            "swe-atlas-qna": 57.8,
            "terminal-bench-v4": 53
          }
        },
        {
          "label": "Codex - GPT-6.1 Sol (high)",
          "unavailable": false,
          "coding_agent_index": 60.1,
          "cost_per_task_usd": 0.89,
          "wall_time_min": 13.3,
          "turns": 39,
          "output_tokens_k": 29,
          "cache_hit_rate": 0.93,
          "total_tokens_m": 2.8,
          "full_run_cost_usd": 268,
          "cost_p50_usd": 0.69,
          "cost_p95_usd": 2.1,
          "evals": {
            "deep-swe-v1.1": 70.5,
            "swe-atlas-qna": 59.9,
            "terminal-bench-v4": 50
          }
        },
        {
          "label": "Claude Code - Opus 5 (max)",
          "unavailable": false,
          "coding_agent_index": 59.7,
          "cost_per_task_usd": 10.79,
          "wall_time_min": 41.9,
          "turns": 152,
          "output_tokens_k": 137,
          "cache_hit_rate": 0.97,
          "total_tokens_m": 11.4,
          "full_run_cost_usd": 3269,
          "cost_p50_usd": 8.38,
          "cost_p95_usd": 24.31,
          "evals": {
            "deep-swe-v1.1": 62.5,
            "swe-atlas-qna": 62.1,
            "terminal-bench-v4": 54.5
          }
        },
        {
          "label": "Devin Fusion CLI - GPT-6 Astra XHigh + SWE-2 Medium",
          "unavailable": false,
          "coding_agent_index": 58.9,
          "cost_per_task_usd": 4.54,
          "wall_time_min": 24.7,
          "turns": 79,
          "output_tokens_k": 57,
          "cache_hit_rate": 0.92,
          "total_tokens_m": 6.1,
          "full_run_cost_usd": 1375,
          "cost_p50_usd": 3.66,
          "cost_p95_usd": 9.9,
          "evals": {
            "deep-swe-v1.1": 67.3,
            "swe-atlas-qna": 59.4,
            "terminal-bench-v4": 50
          }
        },
        {
          "label": "Codex - GPT-6.1 Sol (low)",
          "unavailable": false,
          "coding_agent_index": 57.2,
          "cost_per_task_usd": 0.5,
          "wall_time_min": 8.6,
          "turns": 36,
          "output_tokens_k": 15,
          "cache_hit_rate": 0.91,
          "total_tokens_m": 1.7,
          "full_run_cost_usd": 150,
          "cost_p50_usd": 0.3,
          "cost_p95_usd": 1.47,
          "evals": {
            "deep-swe-v1.1": 67.6,
            "swe-atlas-qna": 55.1,
            "terminal-bench-v4": 49
          }
        },
        {
          "label": "Codex - GPT-6 Sol (max)",
          "unavailable": false,
          "coding_agent_index": 56.7,
          "cost_per_task_usd": 2.99,
          "wall_time_min": 22.3,
          "turns": 87,
          "output_tokens_k": 62,
          "cache_hit_rate": 0.96,
          "total_tokens_m": 9.8,
          "full_run_cost_usd": 906,
          "cost_p50_usd": 2.08,
          "cost_p95_usd": 8.14,
          "evals": {
            "deep-swe-v1.1": 69,
            "swe-atlas-qna": 57.5,
            "terminal-bench-v4": 43.4
          }
        },
        {
          "label": "Grok Build - Grok 4.7 (xhigh)",
          "unavailable": false,
          "coding_agent_index": 56.3,
          "cost_per_task_usd": 8.82,
          "wall_time_min": 39.2,
          "turns": 163,
          "output_tokens_k": 123,
          "cache_hit_rate": 0.94,
          "total_tokens_m": 14.3,
          "full_run_cost_usd": 2672,
          "cost_p50_usd": 6.6,
          "cost_p95_usd": 18.24,
          "evals": {
            "deep-swe-v1.1": 72.6,
            "swe-atlas-qna": 62.9,
            "terminal-bench-v4": 33.3
          }
        },
        {
          "label": "Claude Code - Sonnet 5.5 (high)",
          "unavailable": false,
          "coding_agent_index": 55,
          "cost_per_task_usd": 1.24,
          "wall_time_min": 12.3,
          "turns": 37,
          "output_tokens_k": 41,
          "cache_hit_rate": 0.95,
          "total_tokens_m": 2.7,
          "full_run_cost_usd": 374,
          "cost_p50_usd": 0.84,
          "cost_p95_usd": 3.38,
          "evals": {
            "deep-swe-v1.1": 66.7,
            "swe-atlas-qna": 56.5,
            "terminal-bench-v4": 41.9
          }
        },
        {
          "label": "Codex - GPT-5.6 Sol (max)",
          "unavailable": false,
          "coding_agent_index": 54.6,
          "cost_per_task_usd": 6.35,
          "wall_time_min": 20.6,
          "turns": 116,
          "output_tokens_k": 49,
          "cache_hit_rate": 0.95,
          "total_tokens_m": 10.2,
          "full_run_cost_usd": 1925,
          "cost_p50_usd": 5.21,
          "cost_p95_usd": 14.9,
          "evals": {
            "deep-swe-v1.1": 72.3,
            "swe-atlas-qna": 54,
            "terminal-bench-v4": 37.4
          }
        },
        {
          "label": "Muse Code - Muse Spark 1.3 (max)",
          "unavailable": false,
          "coding_agent_index": 54.3,
          "cost_per_task_usd": 3.98,
          "wall_time_min": 18.4,
          "turns": 185,
          "output_tokens_k": 263,
          "cache_hit_rate": 0.97,
          "total_tokens_m": 16.7,
          "full_run_cost_usd": 1205,
          "cost_p50_usd": 2.07,
          "cost_p95_usd": 13.17,
          "evals": {
            "deep-swe-v1.1": 71.7,
            "swe-atlas-qna": 59.4,
            "terminal-bench-v4": 31.8
          }
        },
        {
          "label": "Opencode - GLM-5.3",
          "unavailable": false,
          "coding_agent_index": 53.6,
          "cost_per_task_usd": 4.24,
          "wall_time_min": 48.1,
          "turns": 107,
          "output_tokens_k": 74,
          "cache_hit_rate": 0.97,
          "total_tokens_m": 14.3,
          "full_run_cost_usd": 1285,
          "cost_p50_usd": 2.99,
          "cost_p95_usd": 10.92,
          "evals": {
            "deep-swe-v1.1": 61.4,
            "swe-atlas-qna": 59.4,
            "terminal-bench-v4": 39.9
          }
        },
        {
          "label": "Kimi Code CLI - Kimi K3",
          "unavailable": false,
          "coding_agent_index": 51.9,
          "cost_per_task_usd": 5.05,
          "wall_time_min": 61.5,
          "turns": 173,
          "output_tokens_k": 93,
          "cache_hit_rate": 0.95,
          "total_tokens_m": 8.5,
          "full_run_cost_usd": 1529,
          "cost_p50_usd": 4.01,
          "cost_p95_usd": 11.1,
          "evals": {
            "deep-swe-v1.1": 68.4,
            "swe-atlas-qna": 66.1,
            "terminal-bench-v4": 21.2
          }
        },
        {
          "label": "Muse Code - Muse Spark 1.3 (xhigh)",
          "unavailable": false,
          "coding_agent_index": 48.3,
          "cost_per_task_usd": 3.47,
          "wall_time_min": 18.3,
          "turns": 187,
          "output_tokens_k": 146,
          "cache_hit_rate": 0.97,
          "total_tokens_m": 16.2,
          "full_run_cost_usd": 1051,
          "cost_p50_usd": 1.68,
          "cost_p95_usd": 11.81,
          "evals": {
            "deep-swe-v1.1": 73.2,
            "swe-atlas-qna": 54.6,
            "terminal-bench-v4": 17.2
          }
        },
        {
          "label": "Grok Build - Grok 4.6 (xhigh)",
          "unavailable": false,
          "coding_agent_index": 47,
          "cost_per_task_usd": 3.57,
          "wall_time_min": 19.5,
          "turns": 112,
          "output_tokens_k": 56,
          "cache_hit_rate": 0.91,
          "total_tokens_m": 5.5,
          "full_run_cost_usd": 1082,
          "cost_p50_usd": 2.78,
          "cost_p95_usd": 7.46,
          "evals": {
            "deep-swe-v1.1": 64.9,
            "swe-atlas-qna": 58.3,
            "terminal-bench-v4": 17.7
          }
        },
        {
          "label": "Claude Code - Sonnet 5.5 (medium)",
          "unavailable": false,
          "coding_agent_index": 45.9,
          "cost_per_task_usd": 0.62,
          "wall_time_min": 8.5,
          "turns": 22,
          "output_tokens_k": 21,
          "cache_hit_rate": 0.93,
          "total_tokens_m": 1.3,
          "full_run_cost_usd": 187,
          "cost_p50_usd": 0.41,
          "cost_p95_usd": 2.06,
          "evals": {
            "deep-swe-v1.1": 65.5,
            "swe-atlas-qna": 44.9,
            "terminal-bench-v4": 27.3
          }
        },
        {
          "label": "Claude Code - Qwen3.8 Max",
          "unavailable": false,
          "coding_agent_index": 43.3,
          "cost_per_task_usd": 3.48,
          "wall_time_min": 63.1,
          "turns": 110,
          "output_tokens_k": 106,
          "cache_hit_rate": 0.95,
          "total_tokens_m": 8.7,
          "full_run_cost_usd": 1048,
          "cost_p50_usd": 2.84,
          "cost_p95_usd": 7.3,
          "evals": {
            "deep-swe-v1.1": 51,
            "swe-atlas-qna": 62.1,
            "terminal-bench-v4": 16.7
          }
        },
        {
          "label": "Codex - GPT-5.6 Luna (max)",
          "unavailable": false,
          "coding_agent_index": 43.2,
          "cost_per_task_usd": 0.44,
          "wall_time_min": 23.5,
          "turns": 122,
          "output_tokens_k": 71,
          "cache_hit_rate": 0.97,
          "total_tokens_m": 14.9,
          "full_run_cost_usd": 133,
          "cost_p50_usd": 0.3,
          "cost_p95_usd": 1.25,
          "evals": {
            "deep-swe-v1.1": 66.4,
            "swe-atlas-qna": 48.7,
            "terminal-bench-v4": 14.6
          }
        },
        {
          "label": "Codex - DeepSeek V4 Pro 0813 (max)",
          "unavailable": false,
          "coding_agent_index": 43.1,
          "cost_per_task_usd": 0.24,
          "wall_time_min": 40.3,
          "turns": 138,
          "output_tokens_k": 116,
          "cache_hit_rate": 0.99,
          "total_tokens_m": 24.2,
          "full_run_cost_usd": 72,
          "cost_p50_usd": 0.2,
          "cost_p95_usd": 0.48,
          "evals": {
            "deep-swe-v1.1": 57.2,
            "swe-atlas-qna": 61.8,
            "terminal-bench-v4": 10.1
          }
        },
        {
          "label": "Claude Code - Sonnet 5.5 (low)",
          "unavailable": false,
          "coding_agent_index": 42.1,
          "cost_per_task_usd": 0.48,
          "wall_time_min": 6.3,
          "turns": 19,
          "output_tokens_k": 16,
          "cache_hit_rate": 0.93,
          "total_tokens_m": 1,
          "full_run_cost_usd": 146,
          "cost_p50_usd": 0.28,
          "cost_p95_usd": 1.63,
          "evals": {
            "deep-swe-v1.1": 61.9,
            "swe-atlas-qna": 39,
            "terminal-bench-v4": 25.3
          }
        },
        {
          "label": "Antigravity SDK - Gemini 3.8 Flash (high)",
          "unavailable": false,
          "coding_agent_index": 41.9,
          "cost_per_task_usd": 2.47,
          "wall_time_min": 11.7,
          "turns": 188,
          "output_tokens_k": 116,
          "cache_hit_rate": 0.87,
          "total_tokens_m": 13.5,
          "full_run_cost_usd": 748,
          "cost_p50_usd": 2.12,
          "cost_p95_usd": 4.85,
          "evals": {
            "deep-swe-v1.1": 65.8,
            "swe-atlas-qna": 45.2,
            "terminal-bench-v4": 14.6
          }
        },
        {
          "label": "Codex - GPT-6 Luna (max)",
          "unavailable": false,
          "coding_agent_index": 41.1,
          "cost_per_task_usd": 0.18,
          "wall_time_min": 21.4,
          "turns": 89,
          "output_tokens_k": 98,
          "cache_hit_rate": 0.96,
          "total_tokens_m": 10.2,
          "full_run_cost_usd": 53,
          "cost_p50_usd": 0.13,
          "cost_p95_usd": 0.4,
          "evals": {
            "deep-swe-v1.1": 63.7,
            "swe-atlas-qna": 44.4,
            "terminal-bench-v4": 15.2
          }
        },
        {
          "label": "Codex - DeepSeek V4 Flash 0731 (max)",
          "unavailable": false,
          "coding_agent_index": 38.7,
          "cost_per_task_usd": 0.09,
          "wall_time_min": 18.3,
          "turns": 122,
          "output_tokens_k": 80,
          "cache_hit_rate": 0.99,
          "total_tokens_m": 15.4,
          "full_run_cost_usd": 26,
          "cost_p50_usd": 0.07,
          "cost_p95_usd": 0.17,
          "evals": {
            "deep-swe-v1.1": 54.3,
            "swe-atlas-qna": 51.3,
            "terminal-bench-v4": 10.6
          }
        }
      ]
    }
  },
  "other_sources": [
    "https://artificialanalysis.ai/agents/coding-agents",
    "https://artificialanalysis.ai/leaderboards/models",
    "https://slopalytics.com/",
    "https://openrouter.ai/rankings",
    "https://code.claude.com/docs/en/model-config",
    "https://metr.org/blog/2026-02-24-uplift-update",
    "https://www.veracode.com/blog/2026-genai-code-security-report-ai-risk",
    "https://www.anthropic.com/claude-opus-5-5"
  ],
  "note": "Cost per task is pay-per-token API cost at list prices including cache pricing; subscription plans change the effective cost. Gemini 4 Argon coding-agent row was scored by Artificial Analysis but not publicly available on 2026-10-01."
}
