{
  "generatedAt": "2026-09-29T00:08:43.972Z",
  "source": {
    "name": "Artificial Analysis",
    "url": "https://artificialanalysis.ai"
  },
  "config": {
    "excludeVendors": [],
    "excludeModels": [
      "Step 5 Preview"
    ],
    "benchmarkWeights": {
      "codingIndex": 1
    },
    "priceBasis": "blended",
    "minBenchmarksRequired": 1,
    "qualityFloor": 0.85,
    "provisionalMaxAgeDays": 60,
    "taskModel": {
      "tokensPerTaskMillions": 0.27,
      "developerHourlyUsd": 93,
      "minutesPerFailedAttempt": 20,
      "reasoningShare": 0.4,
      "fixCostUsd": 31
    }
  },
  "counts": {
    "fetched": 497,
    "variants": 680,
    "ranked": 36,
    "excluded": 461
  },
  "quality": {
    "ratio": 0.85,
    "bestScore": 81.6,
    "bestModel": "Claude Fable 5.1",
    "minScore": 69.36
  },
  "cursor": {
    "source": "https://cursor.com/docs/models",
    "checked": "2026-09-25",
    "models": [
      {
        "name": "Composer 2.5",
        "vendor": "Cursor",
        "variants": 1,
        "status": "ranked",
        "bestRank": 22,
        "representative": null,
        "detail": "Ranked #22"
      },
      {
        "name": "Grok 4.7",
        "vendor": "SpaceXAI",
        "variants": 1,
        "status": "ranked",
        "bestRank": 4,
        "representative": null,
        "detail": "Ranked #4"
      },
      {
        "name": "Grok 4.6",
        "vendor": "SpaceXAI",
        "variants": 1,
        "status": "ranked",
        "bestRank": 5,
        "representative": null,
        "detail": "Ranked #5"
      },
      {
        "name": "Grok 4.5",
        "vendor": "SpaceXAI",
        "variants": 1,
        "status": "ranked",
        "bestRank": 20,
        "representative": null,
        "detail": "Ranked #20"
      },
      {
        "name": "Claude 4 Sonnet",
        "vendor": "Anthropic",
        "variants": 1,
        "status": "missing-price",
        "bestRank": null,
        "representative": {
          "id": "model:anthropic:claude-4-sonnet",
          "name": "Claude 4 Sonnet",
          "codingScore": 37.6,
          "price": null,
          "value": null
        },
        "detail": "Artificial Analysis lists no price for it, so it cannot be compared on value"
      },
      {
        "name": "Claude 4.5 Haiku",
        "vendor": "Anthropic",
        "variants": 1,
        "status": "below-quality-floor",
        "bestRank": null,
        "representative": {
          "id": "model:anthropic:claude-4.5-haiku",
          "name": "Claude 4.5 Haiku",
          "codingScore": 43.9,
          "price": 3,
          "value": 14.633333
        },
        "detail": "Below the quality bar: its best variant scores 43.9 (bar: 69.4)"
      },
      {
        "name": "Claude 4.5 Opus",
        "vendor": "Anthropic",
        "variants": 1,
        "status": "no-score",
        "bestRank": null,
        "representative": {
          "id": "model:anthropic:claude-opus-4.5",
          "name": "Claude Opus 4.5",
          "codingScore": null,
          "price": null,
          "value": null
        },
        "detail": "No Coding Index result on Artificial Analysis yet"
      },
      {
        "name": "Claude 4.5 Sonnet",
        "vendor": "Anthropic",
        "variants": 1,
        "status": "below-quality-floor",
        "bestRank": null,
        "representative": {
          "id": "model:anthropic:claude-4.5-sonnet",
          "name": "Claude 4.5 Sonnet",
          "codingScore": 52.1,
          "price": 9,
          "value": 5.788889
        },
        "detail": "Below the quality bar: its best variant scores 52.1 (bar: 69.4)"
      },
      {
        "name": "Claude 4.6 Opus",
        "vendor": "Anthropic",
        "variants": 1,
        "status": "no-score",
        "bestRank": null,
        "representative": {
          "id": "model:anthropic:claude-opus-4.6",
          "name": "Claude Opus 4.6",
          "codingScore": null,
          "price": null,
          "value": null
        },
        "detail": "No Coding Index result on Artificial Analysis yet"
      },
      {
        "name": "Claude 4.6 Sonnet",
        "vendor": "Anthropic",
        "variants": 1,
        "status": "below-quality-floor",
        "bestRank": null,
        "representative": {
          "id": "model:anthropic:claude-sonnet-4.6",
          "name": "Claude Sonnet 4.6",
          "codingScore": 63,
          "price": 9,
          "value": 7
        },
        "detail": "Below the quality bar: its best variant scores 63.0 (bar: 69.4)"
      },
      {
        "name": "Claude 4.7 Opus",
        "vendor": "Anthropic",
        "variants": 1,
        "status": "ranked",
        "bestRank": 35,
        "representative": null,
        "detail": "Ranked #35"
      },
      {
        "name": "Claude Opus 4.8",
        "vendor": "Anthropic",
        "variants": 1,
        "status": "ranked",
        "bestRank": 34,
        "representative": null,
        "detail": "Ranked #34"
      },
      {
        "name": "Claude Fable 5",
        "vendor": "Anthropic",
        "variants": 1,
        "status": "ranked",
        "bestRank": 36,
        "representative": null,
        "detail": "Ranked #36"
      },
      {
        "name": "Claude Fable 5.1",
        "vendor": "Anthropic",
        "variants": 1,
        "status": "ranked",
        "bestRank": 30,
        "representative": null,
        "detail": "Ranked #30"
      },
      {
        "name": "Claude Opus 5",
        "vendor": "Anthropic",
        "variants": 1,
        "status": "ranked",
        "bestRank": 27,
        "representative": null,
        "detail": "Ranked #27"
      },
      {
        "name": "Claude Opus 5.5",
        "vendor": "Anthropic",
        "variants": 1,
        "status": "ranked",
        "bestRank": 12,
        "representative": null,
        "detail": "Ranked #12"
      },
      {
        "name": "Claude Sonnet 5",
        "vendor": "Anthropic",
        "variants": 1,
        "status": "ranked",
        "bestRank": 32,
        "representative": null,
        "detail": "Ranked #32"
      },
      {
        "name": "Claude Sonnet 5.5",
        "vendor": "Anthropic",
        "variants": 1,
        "status": "ranked",
        "bestRank": 6,
        "representative": null,
        "detail": "Ranked #6"
      },
      {
        "name": "Gemini 2.5 Flash",
        "vendor": "Google",
        "variants": 1,
        "status": "no-score",
        "bestRank": null,
        "representative": {
          "id": "model:google:gemini-2.5-flash",
          "name": "Gemini 2.5 Flash",
          "codingScore": null,
          "price": null,
          "value": null
        },
        "detail": "No Coding Index result on Artificial Analysis yet"
      },
      {
        "name": "Gemini 3 Flash",
        "vendor": "Google",
        "variants": 1,
        "status": "no-score",
        "bestRank": null,
        "representative": {
          "id": "model:google:gemini-3-flash-preview",
          "name": "Gemini 3 Flash Preview",
          "codingScore": null,
          "price": null,
          "value": null
        },
        "detail": "No Coding Index result on Artificial Analysis yet"
      },
      {
        "name": "Gemini 3 Pro",
        "vendor": "Google",
        "variants": 1,
        "status": "no-score",
        "bestRank": null,
        "representative": {
          "id": "model:google:gemini-3-pro-preview",
          "name": "Gemini 3 Pro Preview",
          "codingScore": null,
          "price": null,
          "value": null
        },
        "detail": "No Coding Index result on Artificial Analysis yet"
      },
      {
        "name": "Gemini 3.1 Pro",
        "vendor": "Google",
        "variants": 1,
        "status": "below-quality-floor",
        "bestRank": null,
        "representative": {
          "id": "model:google:gemini-3.1-pro-preview",
          "name": "Gemini 3.1 Pro Preview",
          "codingScore": 68.8,
          "price": 7,
          "value": 9.828571
        },
        "detail": "Below the quality bar: its best variant scores 68.8 (bar: 69.4)"
      },
      {
        "name": "Gemini 3.5 Flash",
        "vendor": "Google",
        "variants": 1,
        "status": "ranked",
        "bestRank": 28,
        "representative": null,
        "detail": "Ranked #28"
      },
      {
        "name": "Gemini 3.6 Flash",
        "vendor": "Google",
        "variants": 1,
        "status": "below-quality-floor",
        "bestRank": null,
        "representative": {
          "id": "model:google:gemini-3.6-flash",
          "name": "Gemini 3.6 Flash",
          "codingScore": 69.2,
          "price": 2.25,
          "value": 30.755556
        },
        "detail": "Below the quality bar: its best variant scores 69.2 (bar: 69.4)"
      },
      {
        "name": "Gemini 3.7 Flash",
        "vendor": "Google",
        "variants": 1,
        "status": "ranked",
        "bestRank": 3,
        "representative": null,
        "detail": "Ranked #3"
      },
      {
        "name": "Gemini 3.8 Flash",
        "vendor": "Google",
        "variants": 1,
        "status": "ranked",
        "bestRank": 2,
        "representative": null,
        "detail": "Ranked #2"
      },
      {
        "name": "GPT-5",
        "vendor": "OpenAI",
        "variants": 2,
        "status": "below-quality-floor",
        "bestRank": null,
        "representative": {
          "id": "model:openai:gpt-5",
          "name": "GPT-5",
          "codingScore": 37.8,
          "price": 5.625,
          "value": 6.72
        },
        "detail": "Below the quality bar: its best variant scores 37.8 (bar: 69.4)"
      },
      {
        "name": "GPT-5 Mini",
        "vendor": "OpenAI",
        "variants": 1,
        "status": "below-quality-floor",
        "bestRank": null,
        "representative": {
          "id": "model:openai:gpt-5-mini",
          "name": "GPT-5 mini",
          "codingScore": 15.6,
          "price": 1.125,
          "value": 13.866667
        },
        "detail": "Below the quality bar: its best variant scores 15.6 (bar: 69.4)"
      },
      {
        "name": "GPT-5-Codex",
        "vendor": "OpenAI",
        "variants": 1,
        "status": "no-score",
        "bestRank": null,
        "representative": {
          "id": "model:openai:gpt-5-codex",
          "name": "GPT-5 Codex",
          "codingScore": null,
          "price": null,
          "value": null
        },
        "detail": "No Coding Index result on Artificial Analysis yet"
      },
      {
        "name": "GPT-5.1 Codex",
        "vendor": "OpenAI",
        "variants": 1,
        "status": "no-score",
        "bestRank": null,
        "representative": {
          "id": "model:openai:gpt-5.1-codex",
          "name": "GPT-5.1 Codex",
          "codingScore": null,
          "price": null,
          "value": null
        },
        "detail": "No Coding Index result on Artificial Analysis yet"
      },
      {
        "name": "GPT-5.1 Codex Max",
        "vendor": "OpenAI",
        "variants": 0,
        "status": "not-in-aa",
        "bestRank": null,
        "representative": null,
        "detail": "Not tracked by Artificial Analysis yet, so there is no benchmark data"
      },
      {
        "name": "GPT-5.1 Codex Mini",
        "vendor": "OpenAI",
        "variants": 1,
        "status": "no-score",
        "bestRank": null,
        "representative": {
          "id": "model:openai:gpt-5.1-codex-mini",
          "name": "GPT-5.1 Codex mini",
          "codingScore": null,
          "price": null,
          "value": null
        },
        "detail": "No Coding Index result on Artificial Analysis yet"
      },
      {
        "name": "GPT-5.2",
        "vendor": "OpenAI",
        "variants": 1,
        "status": "no-score",
        "bestRank": null,
        "representative": {
          "id": "model:openai:gpt-5.2",
          "name": "GPT-5.2",
          "codingScore": null,
          "price": null,
          "value": null
        },
        "detail": "No Coding Index result on Artificial Analysis yet"
      },
      {
        "name": "GPT-5.2 Codex",
        "vendor": "OpenAI",
        "variants": 1,
        "status": "no-score",
        "bestRank": null,
        "representative": {
          "id": "model:openai:gpt-5.2-codex",
          "name": "GPT-5.2 Codex",
          "codingScore": null,
          "price": null,
          "value": null
        },
        "detail": "No Coding Index result on Artificial Analysis yet"
      },
      {
        "name": "GPT-5.3 Codex",
        "vendor": "OpenAI",
        "variants": 1,
        "status": "no-score",
        "bestRank": null,
        "representative": {
          "id": "model:openai:gpt-5.3-codex",
          "name": "GPT-5.3 Codex",
          "codingScore": null,
          "price": null,
          "value": null
        },
        "detail": "No Coding Index result on Artificial Analysis yet"
      },
      {
        "name": "GPT-5.4",
        "vendor": "OpenAI",
        "variants": 1,
        "status": "ranked",
        "bestRank": 29,
        "representative": null,
        "detail": "Ranked #29"
      },
      {
        "name": "GPT-5.4 Mini",
        "vendor": "OpenAI",
        "variants": 1,
        "status": "below-quality-floor",
        "bestRank": null,
        "representative": {
          "id": "model:openai:gpt-5.4-mini",
          "name": "GPT-5.4 mini",
          "codingScore": 56.1,
          "price": 2.625,
          "value": 21.371429
        },
        "detail": "Below the quality bar: its best variant scores 56.1 (bar: 69.4)"
      },
      {
        "name": "GPT-5.4 Nano",
        "vendor": "OpenAI",
        "variants": 1,
        "status": "below-quality-floor",
        "bestRank": null,
        "representative": {
          "id": "model:openai:gpt-5.4-nano",
          "name": "GPT-5.4 nano",
          "codingScore": 56.1,
          "price": 0.725,
          "value": 77.37931
        },
        "detail": "Below the quality bar: its best variant scores 56.1 (bar: 69.4)"
      },
      {
        "name": "GPT-5.5",
        "vendor": "OpenAI",
        "variants": 1,
        "status": "ranked",
        "bestRank": 33,
        "representative": null,
        "detail": "Ranked #33"
      },
      {
        "name": "GPT-5.6 Luna",
        "vendor": "OpenAI",
        "variants": 1,
        "status": "ranked",
        "bestRank": 17,
        "representative": null,
        "detail": "Ranked #17"
      },
      {
        "name": "GPT-5.6 Sol",
        "vendor": "OpenAI",
        "variants": 1,
        "status": "ranked",
        "bestRank": 18,
        "representative": null,
        "detail": "Ranked #18"
      },
      {
        "name": "GPT-5.6 Terra",
        "vendor": "OpenAI",
        "variants": 1,
        "status": "ranked",
        "bestRank": 25,
        "representative": null,
        "detail": "Ranked #25"
      },
      {
        "name": "GLM 5.2",
        "vendor": "Z AI",
        "variants": 1,
        "status": "below-quality-floor",
        "bestRank": null,
        "representative": {
          "id": "model:z-ai:glm-5.2",
          "name": "GLM-5.2",
          "codingScore": 68.8,
          "price": 2.9,
          "value": 23.724138
        },
        "detail": "Below the quality bar: its best variant scores 68.8 (bar: 69.4)"
      },
      {
        "name": "Kimi K2.7 Code",
        "vendor": "Kimi",
        "variants": 1,
        "status": "below-quality-floor",
        "bestRank": null,
        "representative": {
          "id": "model:kimi:kimi-k2.7-code",
          "name": "Kimi K2.7 Code",
          "codingScore": 60.8,
          "price": 2.475,
          "value": 24.565657
        },
        "detail": "Below the quality bar: its best variant scores 60.8 (bar: 69.4)"
      },
      {
        "name": "Kimi K3",
        "vendor": "Kimi",
        "variants": 1,
        "status": "ranked",
        "bestRank": 26,
        "representative": null,
        "detail": "Ranked #26"
      },
      {
        "name": "Muse Spark 1.3",
        "vendor": "Meta",
        "variants": 1,
        "status": "ranked",
        "bestRank": 8,
        "representative": null,
        "detail": "Ranked #8"
      }
    ]
  },
  "taskTypes": [
    {
      "key": "greenfield",
      "label": "Build new features & services",
      "description": "New API, service or module from a spec.",
      "sources": [
        "codingIndex",
        "deepswe"
      ]
    },
    {
      "key": "legacy",
      "label": "Change existing / legacy code",
      "description": "Adapt, refactor or migrate a large existing codebase.",
      "sources": [
        "deepswe"
      ]
    },
    {
      "key": "explore",
      "label": "Explore & explain a codebase",
      "description": "Trace flows across files and repos, onboard, answer \"how does this work\", review.",
      "sources": [
        "sweAtlasQna"
      ]
    },
    {
      "key": "debug",
      "label": "Debug, fix & test",
      "description": "Reproduce, locate and fix bugs; write and repair tests.",
      "sources": [
        "deepswe",
        "terminalBench"
      ]
    },
    {
      "key": "prod",
      "label": "Production investigation",
      "description": "Alerts, events and traces across services to find the root cause.",
      "sources": [
        "itbench"
      ]
    },
    {
      "key": "infra",
      "label": "Infra, DevOps & scripting",
      "description": "CI/CD, containers, shell, builds and environment setup.",
      "sources": [
        "terminalBench"
      ]
    },
    {
      "key": "algorithms",
      "label": "Algorithms, data & scientific code",
      "description": "Numerical code, data processing, algorithms.",
      "sources": [
        "sciCode"
      ]
    },
    {
      "key": "ui",
      "label": "UI & web pages",
      "description": "Front-end pages, components and web apps.",
      "sources": [
        "webdev"
      ]
    }
  ],
  "taskSources": [
    {
      "key": "codingIndex",
      "label": "AA Coding Index",
      "publisher": "Artificial Analysis",
      "url": "https://artificialanalysis.ai/methodology/intelligence-benchmarking",
      "asOf": null,
      "measures": "General coding composite.",
      "measured": 36,
      "fitR": 1
    },
    {
      "key": "deepswe",
      "label": "DeepSWE v1.1",
      "publisher": "Datacurve · Mercor",
      "url": "https://www.mercor.com/apex/oss-benchmarks/oss-deep-swe-leaderboard/",
      "asOf": "2026-09-26",
      "measures": "113 original tasks across 91 real repositories in 5 languages, each requiring a large, novel change (not taken from public commits); pass@1 on hidden tests.",
      "note": "Independent runs from the Mercor leaderboard where available; the rest are the vendors' own reported scores (llm-stats.com/benchmarks/deepswe-1.1).",
      "measured": 31,
      "fitR": 0.64
    },
    {
      "key": "sweAtlasQna",
      "label": "SWE-Atlas Codebase QnA",
      "publisher": "Scale AI",
      "url": "https://labs.scale.com/leaderboard/sweatlas-qna",
      "asOf": "2026-07-28",
      "measures": "124 deep code-comprehension questions on 11 production repos (Go, Python, C, TypeScript) — tracing execution across files, explaining behaviour and design. Agents must run and explore the code.",
      "note": "Scores include the agent harness used (Claude Code, Codex or Mini-SWE-Agent).",
      "measured": 11,
      "fitR": 0.58
    },
    {
      "key": "terminalBench",
      "label": "Terminal-Bench v2.1",
      "publisher": "Artificial Analysis (tbench.ai tasks)",
      "url": "https://www.tbench.ai",
      "asOf": null,
      "measures": "89 tasks in a real terminal: system administration, builds, environments, data processing, security.",
      "measured": 27,
      "fitR": 0.9
    },
    {
      "key": "itbench",
      "label": "ITBench-AA",
      "publisher": "Artificial Analysis × IBM",
      "url": "https://artificialanalysis.ai/evaluations/itbench-aa",
      "asOf": "2026-09-26",
      "measures": "Root cause of real Kubernetes incidents from alerts, events, traces and topology snapshots, with shell access. Scored as precision at full recall (missing any true cause scores 0).",
      "note": "Earlier entries (Opus 4.7 and below) were measured in June 2026.",
      "measured": 9,
      "fitR": 0.74
    },
    {
      "key": "sciCode",
      "label": "SciCode",
      "publisher": "Artificial Analysis (SciCode authors)",
      "url": "https://scicode-bench.github.io",
      "asOf": null,
      "measures": "288 subproblems from 80 real laboratory problems across 16 scientific disciplines.",
      "measured": 33,
      "fitR": 0.57
    },
    {
      "key": "webdev",
      "label": "LMArena Code Arena – WebDev",
      "publisher": "LMArena",
      "url": "https://arena.ai/leaderboard/code/webdev",
      "asOf": "2026-09-25",
      "measures": "Blind pairwise votes by developers on web apps built by two anonymous models (Bradley-Terry rating).",
      "measured": 32,
      "fitR": 0.65
    }
  ],
  "webdev": {
    "asOf": "2026-09-25",
    "scores": {
      "MiMo-V2.6-Pro": 1618.1,
      "Gemini 3.8 Flash": 1580,
      "Gemini 3.7 Flash": 1593.3,
      "Grok 4.7": 1629.3,
      "Grok 4.6": 1620.6,
      "GPT-6 Sol": 1681,
      "Muse Spark 1.3": 1655.5,
      "Qwen3.8 Max (0902)": 1661.6,
      "GLM-5.3": 1619.1,
      "Qwen3.8-Flash-Next": 1635.7,
      "Claude Opus 5.5": 1826.7,
      "DeepSeek V4.1 Flash": 1620.7,
      "GLM 5.3 Flash": 1613.2,
      "GPT-6 Luna": 1592.6,
      "GPT-5.6 Luna": 1519.9,
      "GPT-5.6 Sol": 1617.4,
      "Muse Spark 1.2": 1530.6,
      "Grok 4.5": 1551.9,
      "Qwen3.8 Max": 1671.5,
      "Muse Spark 1.1": 1541.4,
      "GPT-5.6 Terra": 1520.5,
      "Kimi K3": 1659.9,
      "Claude Opus 5": 1692.5,
      "Gemini 3.5 Flash": 1498.6,
      "GPT-5.4": 1465.6,
      "Claude Fable 5.1": 1751.5,
      "GPT-6 Astra": 1791.7,
      "Claude Sonnet 5": 1538.9,
      "GPT-5.5": 1512.2,
      "Claude Opus 4.8": 1554.5,
      "Claude Opus 4.7": 1556.7,
      "Claude Fable 5": 1627,
      "Gemini 3.6 Flash": 1536.1,
      "Gemini 3.1 Pro Preview": 1446.3,
      "GLM-5.2": 1602.4,
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          "name": "Claude Opus 5.5 (Adaptive Reasoning, Max Effort, Default Fallback)",
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          "value": 6.691667,
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          "value": 211,
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          "value": 226,
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          "name": "GPT-6 Luna (max)",
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          "price": 0.3,
          "value": 238,
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          "status": "ranked",
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          "effortSource": "measured",
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        ],
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        ],
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    {
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      "id": "model:xiaomi:mimo-v2.6-flash",
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      "vendorSlug": "xiaomi",
      "releaseDate": "2026-09-21",
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          "weight": 1,
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      "inputPrice": 0.14,
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      "value": 339.047619,
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      },
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        "note": "Provisional: released 2026-09-21, and Artificial Analysis hasn't published its Coding Index yet. Estimated from its Intelligence Index (37.9) using the 20 models with the closest Intelligence Index that have both scores: about 71.2 (typical error ±2.2). Replaced automatically once the real score is published.",
        "sources": [
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      },
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        "source": "estimated",
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          "status": "ranked",
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        ],
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        ],
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        ],
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      }
    },
    {
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      "id": "model:openai:gpt-5.6-luna",
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      "vendor": "OpenAI",
      "vendorSlug": "openai",
      "releaseDate": "2026-07-09",
      "codingScore": 71.4,
      "benchmarks": {
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          "raw": 71.4,
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          "weight": 1,
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          "present": true
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      "inputPrice": 0.2,
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      "value": 102,
      "effectiveCost": 12.840896,
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      "effort": {
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        "source": "estimated",
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      "variants": [
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          "codingScore": 39.3,
          "price": 0.7,
          "value": 56.142857,
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          "status": "below-quality-floor",
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          "effortSource": "estimated",
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        {
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          "level": "low",
          "codingScore": 44.2,
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          "value": 63.142857,
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          "status": "below-quality-floor",
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        {
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          "value": 90.428571,
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          "effortSource": "estimated",
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        },
        {
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          "level": "xhigh",
          "codingScore": 68.6,
          "price": 0.7,
          "value": 98,
          "effectiveCost": 14.542157,
          "status": "below-quality-floor",
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          "effortSource": "estimated",
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        {
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          "level": "max",
          "codingScore": 71.4,
          "price": 0.7,
          "value": 102,
          "effectiveCost": 12.840896,
          "status": "ranked",
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          "effortSource": "estimated",
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        }
      ],
      "recommendedLevel": "max",
      "cursor": "GPT-5.6 Luna",
      "taskScores": {
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        "explore": 42.4214,
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        "infra": 80.8989,
        "algorithms": 53.6,
        "ui": 37.1501
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      "taskStatus": {
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        "explore": "estimated",
        "debug": "measured",
        "prod": "estimated",
        "infra": "measured",
        "algorithms": "measured",
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          }
        ],
        "prod": [
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        ]
      }
    },
    {
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      "id": "model:openai:gpt-5.6-sol",
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      "vendor": "OpenAI",
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      "benchmarks": {
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          "weight": 1,
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          "present": true
        }
      },
      "benchmarksUsed": [
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      "missingBenchmarks": [],
      "price": 12,
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      "detail": "Excluded: coding score 68.1 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: xhigh",
      "codingScore": 68.1,
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      "value": 38.914286,
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      "variants": [
        {
          "id": "353c92f3-2148-4c2d-9231-aa7e1322a1fd",
          "name": "Qwen3.8 27B (Non-reasoning)",
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        },
        {
          "id": "7e30585f-fad7-40df-a8cb-03c1d96df38a",
          "name": "Qwen3.8 27B (low)",
          "level": "low",
          "codingScore": 58.2,
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          "value": 33.257143,
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          "waitSec": 40
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        {
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          "name": "Qwen3.8 27B (medium)",
          "level": "medium",
          "codingScore": 56.1,
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          "value": 32.057143,
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        },
        {
          "id": "b01dee41-c62b-48ed-8d16-984adc405e5c",
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          "value": 38.914286,
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      ],
      "recommendedLevel": "xhigh"
    },
    {
      "id": "model:alibaba:qwen3.7-max",
      "name": "Qwen3.7 Max",
      "vendor": "Alibaba",
      "releaseDate": "2026-05-19",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 66.0 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 66,
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      "variants": [
        {
          "id": "69534bed-2ffd-4235-832b-e20a810333ab",
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      ],
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    },
    {
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      "name": "DeepSeek V4 Flash Vision",
      "vendor": "DeepSeek",
      "releaseDate": "2026-08-21",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 65.0 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 65,
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      "variants": [
        {
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      ],
      "recommendedLevel": "reasoning · max"
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    {
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      "detail": "Excluded: coding score 63.0 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: max",
      "codingScore": 63,
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      "variants": [
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        {
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        {
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      ],
      "recommendedLevel": "max",
      "cursor": "Claude 4.6 Sonnet"
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      "detail": "Excluded: coding score 61.8 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: standard",
      "codingScore": 61.8,
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      "variants": [
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        {
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      ],
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      "releaseDate": "2026-08-10",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 61.2 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 61.2,
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      "value": 51,
      "effectiveCost": 20.183007,
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      "variants": [
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          "effectiveCost": 20.183007,
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      ],
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      "detail": "Excluded: coding score 60.8 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      "variants": [
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      ],
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 60.8 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      "variants": [
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      ],
      "recommendedLevel": "standard",
      "cursor": "Kimi K2.7 Code"
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 60.2 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: standard",
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      "variants": [
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      ],
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    },
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      "name": "KAT Coder Pro V2",
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 59.5 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 59.5,
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      "variants": [
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      ],
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    {
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 59.4 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: reasoning · max",
      "codingScore": 59.4,
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      "variants": [
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        {
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        {
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      ],
      "recommendedLevel": "reasoning · max"
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    {
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      "detail": "Excluded: coding score 58.8 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      ],
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    },
    {
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 58.6 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      "variants": [
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      ],
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    },
    {
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 57.0 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      ],
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 56.8 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      ],
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 56.2 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: reasoning · max",
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      "variants": [
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        },
        {
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        },
        {
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        }
      ],
      "recommendedLevel": "reasoning · max"
    },
    {
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 56.1 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: xhigh",
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      "variants": [
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        {
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          "multiplier": 0.6,
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        {
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      ],
      "recommendedLevel": "xhigh",
      "cursor": "GPT-5.4 Mini"
    },
    {
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      "name": "GPT-5.4 nano",
      "vendor": "OpenAI",
      "releaseDate": "2026-03-17",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 56.1 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: xhigh",
      "codingScore": 56.1,
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      "variants": [
        {
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      ],
      "recommendedLevel": "xhigh",
      "cursor": "GPT-5.4 Nano"
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    {
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      "name": "Qwen3.7 Plus",
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 55.9 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 55.9,
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      "variants": [
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    },
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      "detail": "Excluded: coding score 55.8 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: reasoning",
      "codingScore": 55.8,
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        {
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      ],
      "recommendedLevel": "reasoning"
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      "releaseDate": "2026-09-11",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 55.6 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      "releaseDate": "2026-04-02",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 54.5 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      "variants": [
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      ],
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 53.7 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: reasoning",
      "codingScore": 53.7,
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      ],
      "recommendedLevel": "reasoning"
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    {
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      "name": "Inkling Small",
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      "releaseDate": "2026-07-30",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 52.9 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      ],
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      "releaseDate": "2026-08-06",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 52.7 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      ],
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      "releaseDate": "2026-03-18",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 52.6 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      ],
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    {
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 52.1 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: reasoning",
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      "price": 9,
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          "status": "insufficient-benchmarks",
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        {
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          "value": 5.788889,
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      ],
      "recommendedLevel": "reasoning",
      "cursor": "Claude 4.5 Sonnet"
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    {
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 52.1 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      "variants": [
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      ],
      "recommendedLevel": "xhigh"
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    {
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      "name": "Grok Build 0.1 0616",
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      "releaseDate": "2026-06-16",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 51.5 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      ],
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    {
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 50.6 is below the quality floor of 69.4 (85% of the best, 81.6)",
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        "source": "estimated",
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          "codingScore": 50.6,
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      ],
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    },
    {
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      "releaseDate": "2025-11-13",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 49.4 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: high",
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      "variants": [
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          "status": "insufficient-benchmarks",
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        },
        {
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        }
      ],
      "recommendedLevel": "high"
    },
    {
      "id": "model:google:gemini-3.5-flash-lite",
      "name": "Gemini 3.5 Flash-Lite",
      "vendor": "Google",
      "releaseDate": "2026-07-21",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 49.3 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 49.3,
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      "value": 35.214286,
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      "variants": [
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      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:nvidia:nemotron-3-ultra-550b-a55b",
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      "releaseDate": "2026-06-04",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 49.3 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      "price": 1.55,
      "value": 31.806452,
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        "waitSec": 11
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      "variants": [
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          "level": "reasoning",
          "codingScore": 49.3,
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          "status": "below-quality-floor",
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      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:meta:muse-glimmer",
      "name": "Muse Glimmer",
      "vendor": "Meta",
      "releaseDate": "2026-08-10",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 49.0 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 49,
      "price": 0.8375,
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        "source": "estimated",
        "waitSec": 13
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      "variants": [
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          "name": "Muse Glimmer (high)",
          "level": "high",
          "codingScore": 49,
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          "value": 58.507463,
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          "status": "below-quality-floor",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": 13
        }
      ],
      "recommendedLevel": "high"
    },
    {
      "id": "model:alibaba:qwen3.5-397b-a17b",
      "name": "Qwen3.5 397B A17B",
      "vendor": "Alibaba",
      "releaseDate": "2026-02-16",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 48.2 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: reasoning",
      "codingScore": 48.2,
      "price": 2.1,
      "value": 22.952381,
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      "effort": {
        "multiplier": 0.85,
        "source": "measured",
        "waitSec": 38
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      "variants": [
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          "id": "30ef2a79-e800-4165-9f13-2a338f120db7",
          "name": "Qwen3.5 397B A17B (Non-reasoning)",
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          "status": "insufficient-benchmarks",
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        },
        {
          "id": "0e66bae9-41f1-42fc-9276-ce8cb6f72919",
          "name": "Qwen3.5 397B A17B (Reasoning)",
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          "multiplier": 0.85,
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          "waitSec": 38
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      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:mistral:mistral-medium-3.5",
      "name": "Mistral Medium 3.5",
      "vendor": "Mistral",
      "releaseDate": "2026-04-29",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 46.9 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 46.9,
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      "value": 10.422222,
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      "variants": [
        {
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          "name": "Mistral Medium 3.5",
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          "codingScore": 46.9,
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      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:kimi:kimi-k2.5",
      "name": "Kimi K2.5",
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      "releaseDate": "2026-01-27",
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      "detail": "Excluded: coding score 46.8 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: reasoning",
      "codingScore": 46.8,
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      "variants": [
        {
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          "name": "Kimi K2.5 (Non-reasoning)",
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        {
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      ],
      "recommendedLevel": "reasoning"
    },
    {
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      "detail": "Excluded: coding score 45.8 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: reasoning",
      "codingScore": 45.8,
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      "variants": [
        {
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          "name": "GLM-4.6 (Non-reasoning)",
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        {
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      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:alibaba:qwen3.5-122b-a10b",
      "name": "Qwen3.5 122B A10B",
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 45.7 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: reasoning",
      "codingScore": 45.7,
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      "variants": [
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        {
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      ],
      "recommendedLevel": "reasoning"
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    {
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      "detail": "Excluded: coding score 45.3 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: reasoning",
      "codingScore": 45.3,
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      "variants": [
        {
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        {
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      ],
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    {
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      "releaseDate": "2026-06-29",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 45.3 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 45.3,
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      "variants": [
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      ],
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    {
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      "detail": "Excluded: coding score 44.2 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: reasoning",
      "codingScore": 44.2,
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      "variants": [
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        },
        {
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          "name": "DeepSeek V3.2 (Reasoning)",
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      ],
      "recommendedLevel": "reasoning"
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    {
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 43.9 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: reasoning",
      "codingScore": 43.9,
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      "variants": [
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        },
        {
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      ],
      "recommendedLevel": "reasoning",
      "cursor": "Claude 4.5 Haiku"
    },
    {
      "id": "model:deepseek:deepseek-v3.1-terminus",
      "name": "DeepSeek V3.1 Terminus",
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      "releaseDate": "2025-09-22",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 43.5 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: reasoning",
      "codingScore": 43.5,
      "price": 2.1925,
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      "variants": [
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        {
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      ],
      "recommendedLevel": "reasoning"
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    {
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      "name": "Ring-2.6-1T",
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 42.8 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      ],
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    },
    {
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      "releaseDate": "2026-04-30",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 42.2 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: high",
      "codingScore": 42.2,
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      "variants": [
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        },
        {
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          "status": "insufficient-benchmarks",
          "multiplier": 0.35,
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        },
        {
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          "status": "insufficient-benchmarks",
          "multiplier": 0.6,
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        },
        {
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      ],
      "recommendedLevel": "high"
    },
    {
      "id": "model:alibaba:qwen3.6-35b-a3b",
      "name": "Qwen3.6 35B A3B",
      "vendor": "Alibaba",
      "releaseDate": "2026-04-16",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 41.9 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: reasoning",
      "codingScore": 41.9,
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      "variants": [
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        },
        {
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          "waitSec": 41
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      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:openai:o1",
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      "releaseDate": "2024-12-05",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 39.7 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 39.7,
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      },
      "variants": [
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          "name": "o1",
          "level": "standard",
          "codingScore": 39.7,
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          "status": "below-quality-floor",
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        }
      ],
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    },
    {
      "id": "model:stepfun:step-3.7-flash",
      "name": "Step 3.7 Flash",
      "vendor": "StepFun",
      "releaseDate": "2026-05-29",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 39.6 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 39.6,
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      "variants": [
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      ],
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    },
    {
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      "name": "GPT-5.5 Instant (June 2026)",
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      "releaseDate": "2026-06-25",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 39.4 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 39.4,
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      "value": 2.251429,
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      "variants": [
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          "name": "GPT-5.5 Instant (June 2026)",
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          "value": 2.251429,
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          "status": "below-quality-floor",
          "multiplier": 1,
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      ],
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    {
      "id": "model:google:gemma-4-26b-a4b",
      "name": "Gemma 4 26B A4B",
      "vendor": "Google",
      "releaseDate": "2026-04-02",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 39.3 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: reasoning",
      "codingScore": 39.3,
      "price": 0.235,
      "value": 167.234043,
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      },
      "variants": [
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          "name": "Gemma 4 26B A4B (Non-reasoning)",
          "level": "non-reasoning",
          "codingScore": null,
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          "status": "insufficient-benchmarks",
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          "waitSec": 0.6
        },
        {
          "id": "6e1b44ff-c227-496b-aef4-19b70cd18c76",
          "name": "Gemma 4 26B A4B (Reasoning)",
          "level": "reasoning",
          "codingScore": 39.3,
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      ],
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    {
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      ],
      "recommendedLevel": "high",
      "cursor": "GPT-5"
    },
    {
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      "detail": "Excluded: coding score 37.7 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      ],
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      ],
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      ],
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    {
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      ],
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        },
        {
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          "name": "Mistral Small 4 (Reasoning)",
          "level": "reasoning",
          "codingScore": 26.6,
          "price": 0.375,
          "value": 70.933333,
          "effectiveCost": 85.899154,
          "status": "below-quality-floor",
          "multiplier": 0.85,
          "effortSource": "measured",
          "waitSec": 12
        }
      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:mistral:mistral-small-3.1",
      "name": "Mistral Small 3.1",
      "vendor": "Mistral",
      "releaseDate": "2025-03-17",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 26.3 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 26.3,
      "price": 0.14,
      "value": 187.857143,
      "effectiveCost": 87.014449,
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "variants": [
        {
          "id": "24ac5b00-5f03-4c47-8e37-522d1195383e",
          "name": "Mistral Small 3.1",
          "level": "standard",
          "codingScore": 26.3,
          "price": 0.14,
          "value": 187.857143,
          "effectiveCost": 87.014449,
          "status": "below-quality-floor",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:anthropic:claude-3.5-sonnet-june-24",
      "name": "Claude 3.5 Sonnet (June '24)",
      "vendor": "Anthropic",
      "releaseDate": "2024-06-21",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 26.0 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 26,
      "price": 9,
      "value": 2.888889,
      "effectiveCost": 97.576923,
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "variants": [
        {
          "id": "aca9c1ad-fc86-49f3-a312-b1e517ea100c",
          "name": "Claude 3.5 Sonnet (June '24)",
          "level": "standard",
          "codingScore": 26,
          "price": 9,
          "value": 2.888889,
          "effectiveCost": 97.576923,
          "status": "below-quality-floor",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:inception:mercury-2.5",
      "name": "Mercury 2.5",
      "vendor": "Inception",
      "releaseDate": "2026-09-08",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 26.0 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 26,
      "price": 0.5,
      "value": 52,
      "effectiveCost": 88.75,
      "estimate": {
        "kind": "provisional",
        "note": "Provisional: released 2026-09-08, and Artificial Analysis hasn't published its Coding Index yet. Estimated from Mercury 2, the same model line at the same effort level (Coding Index 31.1, Intelligence Index 13.8): this model's Intelligence Index is 12.3, and ¾ of the coding gain typical for that difference is carried over. About 26 (typical error ±5.4). Replaced automatically once the real score is published.",
        "sources": [
          "https://artificialanalysis.ai/models"
        ]
      },
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": 2.8
      },
      "variants": [
        {
          "id": "765c9f31-95ec-4f14-900a-80614c3b0777",
          "name": "Mercury 2.5",
          "level": "standard",
          "codingScore": 26,
          "price": 0.5,
          "value": 52,
          "effectiveCost": 88.75,
          "status": "below-quality-floor",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": 2.8
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:arcee-ai:trinity-large-thinking",
      "name": "Trinity Large Thinking",
      "vendor": "Arcee AI",
      "releaseDate": "2026-04-01",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 25.8 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 25.8,
      "price": 0.525,
      "value": 49.142857,
      "effectiveCost": 89.704457,
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": 7
      },
      "variants": [
        {
          "id": "b6d2e43d-3082-43f5-9318-0f4dbcb54163",
          "name": "Trinity Large Thinking",
          "level": "standard",
          "codingScore": 25.8,
          "price": 0.525,
          "value": 49.142857,
          "effectiveCost": 89.704457,
          "status": "below-quality-floor",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": 7
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:deepseek:deepseek-r1-jan-25",
      "name": "DeepSeek R1 (Jan '25)",
      "vendor": "DeepSeek",
      "releaseDate": "2025-01-20",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 24.6 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 24.6,
      "price": 3,
      "value": 8.2,
      "effectiveCost": 98.308943,
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "variants": [
        {
          "id": "0e34f05c-387e-4968-be15-ccec4a55d8c1",
          "name": "DeepSeek R1 (Jan '25)",
          "level": "standard",
          "codingScore": 24.6,
          "price": 3,
          "value": 8.2,
          "effectiveCost": 98.308943,
          "status": "below-quality-floor",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:openai:gpt-4o-may-24",
      "name": "GPT-4o (May '24)",
      "vendor": "OpenAI",
      "releaseDate": "2024-05-13",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 24.2 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 24.2,
      "price": 10,
      "value": 2.42,
      "effectiveCost": 108.256198,
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "variants": [
        {
          "id": "e98e911e-9fb2-4a9a-826e-3d681d0cdca8",
          "name": "GPT-4o (May '24)",
          "level": "standard",
          "codingScore": 24.2,
          "price": 10,
          "value": 2.42,
          "effectiveCost": 108.256198,
          "status": "below-quality-floor",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:deepseek:deepseek-v3-dec-24",
      "name": "DeepSeek V3 (Dec '24)",
      "vendor": "DeepSeek",
      "releaseDate": "2024-12-26",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 23.0 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 23,
      "price": 0.605,
      "value": 38.016529,
      "effectiveCost": 104.492826,
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "variants": [
        {
          "id": "43fc5506-c5ed-4dee-9b85-962bf7ae3986",
          "name": "DeepSeek V3 (Dec '24)",
          "level": "standard",
          "codingScore": 23,
          "price": 0.605,
          "value": 38.016529,
          "effectiveCost": 104.492826,
          "status": "below-quality-floor",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:amazon:nova-2.0-lite",
      "name": "Nova 2.0 Lite",
      "vendor": "Amazon",
      "releaseDate": "2025-10-29",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 23.0 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: high",
      "codingScore": 23,
      "price": 1.4,
      "value": 16.428571,
      "effectiveCost": 105.215722,
      "effort": {
        "multiplier": 0.68,
        "source": "measured",
        "waitSec": 23
      },
      "variants": [
        {
          "id": "76bce7fb-3a3f-4b66-a78d-35ccf3edf5d2",
          "name": "Nova 2.0 Lite (Non-reasoning)",
          "level": "non-reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 0.13,
          "effortSource": "measured",
          "waitSec": 0.8
        },
        {
          "id": "6fd796d3-f346-4f66-97df-5da81714fc73",
          "name": "Nova 2.0 Lite (low)",
          "level": "low",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 0.53,
          "effortSource": "measured",
          "waitSec": 14
        },
        {
          "id": "fbdf8da1-b341-448c-b3cb-8aff1d8f70b9",
          "name": "Nova 2.0 Lite (medium)",
          "level": "medium",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 0.65,
          "effortSource": "measured",
          "waitSec": 21
        },
        {
          "id": "61bd9367-e520-4ec8-989e-5fbf50e61610",
          "name": "Nova 2.0 Lite (high)",
          "level": "high",
          "codingScore": 23,
          "price": 1.4,
          "value": 16.428571,
          "effectiveCost": 105.215722,
          "status": "below-quality-floor",
          "multiplier": 0.68,
          "effortSource": "measured",
          "waitSec": 23
        }
      ],
      "recommendedLevel": "high"
    },
    {
      "id": "model:alibaba:qwen3.5-4b",
      "name": "Qwen3.5 4B",
      "vendor": "Alibaba",
      "releaseDate": "2026-03-02",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 22.6 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: reasoning",
      "codingScore": 22.6,
      "price": 0.09,
      "value": 251.111111,
      "effectiveCost": 106.292867,
      "effort": {
        "multiplier": 1.4,
        "source": "measured",
        "waitSec": 78
      },
      "variants": [
        {
          "id": "30c9ba61-d0a1-4794-938e-35865f379d15",
          "name": "Qwen3.5 4B (Non-reasoning)",
          "level": "non-reasoning",
          "codingScore": 20.3,
          "price": 0.09,
          "value": 225.555556,
          "effectiveCost": 121.786449,
          "status": "below-quality-floor",
          "multiplier": 0.11,
          "effortSource": "measured",
          "waitSec": 0.5
        },
        {
          "id": "651ef7ae-9a8f-477e-9c8e-460aa156ba02",
          "name": "Qwen3.5 4B (Reasoning)",
          "level": "reasoning",
          "codingScore": 22.6,
          "price": 0.09,
          "value": 251.111111,
          "effectiveCost": 106.292867,
          "status": "below-quality-floor",
          "multiplier": 1.4,
          "effortSource": "measured",
          "waitSec": 78
        }
      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:ibm:granite-4.2-8b",
      "name": "Granite 4.2 8B",
      "vendor": "IBM",
      "releaseDate": "2026-08-25",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 22.4 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 22.4,
      "price": 0.155,
      "value": 144.516129,
      "effectiveCost": 107.579688,
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": 29
      },
      "variants": [
        {
          "id": "adfae555-f489-4f3e-9064-c6b7fcdd0783",
          "name": "Granite 4.2 8B",
          "level": "standard",
          "codingScore": 22.4,
          "price": 0.155,
          "value": 144.516129,
          "effectiveCost": 107.579688,
          "status": "below-quality-floor",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": 29
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3-235b-a22b-2507",
      "name": "Qwen3 235B A22B 2507",
      "vendor": "Alibaba",
      "releaseDate": "2025-07-25",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 22.1 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 22.1,
      "price": 1.265,
      "value": 17.470356,
      "effectiveCost": 110.816968,
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "variants": [
        {
          "id": "f6ccbe1d-bd7e-484b-9795-18cc9f91552d",
          "name": "Qwen3 235B A22B 2507 (Reasoning)",
          "level": "reasoning",
          "codingScore": 22.1,
          "price": 1.265,
          "value": 17.470356,
          "effectiveCost": 110.816968,
          "status": "below-quality-floor",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:openai:gpt-4-turbo",
      "name": "GPT-4 Turbo",
      "vendor": "OpenAI",
      "releaseDate": "2023-11-06",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 21.5 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 21.5,
      "price": 20,
      "value": 1.075,
      "effectiveCost": 138.302326,
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "variants": [
        {
          "id": "76aa6af5-fdc6-4739-a300-983f14e74a67",
          "name": "GPT-4 Turbo",
          "level": "standard",
          "codingScore": 21.5,
          "price": 20,
          "value": 1.075,
          "effectiveCost": 138.302326,
          "status": "below-quality-floor",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:deepseek:deepseek-v3-0324",
      "name": "DeepSeek V3 0324",
      "vendor": "DeepSeek",
      "releaseDate": "2025-03-25",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 21.2 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 21.2,
      "price": 1.01,
      "value": 20.990099,
      "effectiveCost": 116.512736,
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "variants": [
        {
          "id": "75e1c197-f239-4361-a9d6-66dccfead236",
          "name": "DeepSeek V3 0324",
          "level": "standard",
          "codingScore": 21.2,
          "price": 1.01,
          "value": 20.990099,
          "effectiveCost": 116.512736,
          "status": "below-quality-floor",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:openai:gpt-oss-20b",
      "name": "gpt-oss-20b",
      "vendor": "OpenAI",
      "releaseDate": "2025-08-05",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 20.7 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: high",
      "codingScore": 20.7,
      "price": 0.125,
      "value": 165.6,
      "effectiveCost": 118.894758,
      "effort": {
        "multiplier": 0.59,
        "source": "measured",
        "waitSec": 11
      },
      "variants": [
        {
          "id": "16149b9c-a1e9-4669-a5cb-ff3c00d78f89",
          "name": "gpt-oss-20b (low)",
          "level": "low",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 0.6,
          "effortSource": "measured",
          "waitSec": 8.3
        },
        {
          "id": "36f73aaf-d38a-4b56-a2b3-d04d17186910",
          "name": "gpt-oss-20b (high)",
          "level": "high",
          "codingScore": 20.7,
          "price": 0.125,
          "value": 165.6,
          "effectiveCost": 118.894758,
          "status": "below-quality-floor",
          "multiplier": 0.59,
          "effortSource": "measured",
          "waitSec": 11
        }
      ],
      "recommendedLevel": "high"
    },
    {
      "id": "model:openai:gpt-4.1-mini",
      "name": "GPT-4.1 mini",
      "vendor": "OpenAI",
      "releaseDate": "2025-04-14",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 20.2 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 20.2,
      "price": 1,
      "value": 20.2,
      "effectiveCost": 123.80198,
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "variants": [
        {
          "id": "9f7c7566-a704-49a2-a383-cb3181da33a4",
          "name": "GPT-4.1 mini",
          "level": "standard",
          "codingScore": 20.2,
          "price": 1,
          "value": 20.2,
          "effectiveCost": 123.80198,
          "status": "below-quality-floor",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:mistral:mistral-large-3",
      "name": "Mistral Large 3",
      "vendor": "Mistral",
      "releaseDate": "2025-12-02",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 20.1 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 20.1,
      "price": 1,
      "value": 20.1,
      "effectiveCost": 124.572139,
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": 0.7
      },
      "variants": [
        {
          "id": "4928e950-7f37-4475-b0dc-c5bad781a321",
          "name": "Mistral Large 3",
          "level": "standard",
          "codingScore": 20.1,
          "price": 1,
          "value": 20.1,
          "effectiveCost": 124.572139,
          "status": "below-quality-floor",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": 0.7
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:anthropic:claude-3-opus",
      "name": "Claude 3 Opus",
      "vendor": "Anthropic",
      "releaseDate": "2024-03-04",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 19.5 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 19.5,
      "price": 45,
      "value": 0.433333,
      "effectiveCost": 190.282051,
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "variants": [
        {
          "id": "7829427f-f0e3-4f6d-a228-5fbf70dacc02",
          "name": "Claude 3 Opus",
          "level": "standard",
          "codingScore": 19.5,
          "price": 45,
          "value": 0.433333,
          "effectiveCost": 190.282051,
          "status": "below-quality-floor",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:ibm:granite-4.2-3b",
      "name": "Granite 4.2 3B",
      "vendor": "IBM",
      "releaseDate": "2026-08-25",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 17.5 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 17.5,
      "price": 0.075,
      "value": 233.333333,
      "effectiveCost": 146.258571,
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": 8.9
      },
      "variants": [
        {
          "id": "0c64b008-20c3-408d-bd68-15136df8cd2c",
          "name": "Granite 4.2 3B",
          "level": "standard",
          "codingScore": 17.5,
          "price": 0.075,
          "value": 233.333333,
          "effectiveCost": 146.258571,
          "status": "below-quality-floor",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": 8.9
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3-next-80b-a3b",
      "name": "Qwen3 Next 80B A3B",
      "vendor": "Alibaba",
      "releaseDate": "2025-09-11",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 17.4 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 17.4,
      "price": 0.675,
      "value": 25.777778,
      "effectiveCost": 148.208333,
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": 12
      },
      "variants": [
        {
          "id": "c8a79180-7d16-4474-8701-9a77c0baa56a",
          "name": "Qwen3 Next 80B A3B (Reasoning)",
          "level": "reasoning",
          "codingScore": 17.4,
          "price": 0.675,
          "value": 25.777778,
          "effectiveCost": 148.208333,
          "status": "below-quality-floor",
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      ],
      "recommendedLevel": "reasoning"
    },
    {
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 16.3 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 16.3,
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      ],
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    {
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      "detail": "Excluded: coding score 16.3 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: high",
      "codingScore": 16.3,
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      "variants": [
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        {
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      ],
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    {
      "id": "model:upstage:solar-pro-3",
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      "detail": "Excluded: coding score 16.2 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 16.2,
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      ],
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      "detail": "Excluded: coding score 15.6 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: high",
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      "variants": [
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        {
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      ],
      "recommendedLevel": "high",
      "cursor": "GPT-5 Mini"
    },
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      "detail": "Excluded: coding score 15.3 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: reasoning",
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      "variants": [
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        {
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      ],
      "recommendedLevel": "reasoning"
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      "vendor": "Mistral",
      "releaseDate": "2025-09-17",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 14.7 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 14.7,
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      "value": 14.7,
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      "variants": [
        {
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      ],
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    {
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      "vendor": "Celeris",
      "releaseDate": "2026-07-24",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 14.4 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 14.4,
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      "effectiveCost": 185.121528,
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      "variants": [
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          "effectiveCost": 185.121528,
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      ],
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    },
    {
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 14.4 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 14.4,
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      "value": 72,
      "effectiveCost": 184.652778,
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      ],
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 14.4 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: reasoning",
      "codingScore": 14.4,
      "price": 0.125,
      "value": 115.2,
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      "effort": {
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        "source": "measured",
        "waitSec": 12
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      "variants": [
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          "name": "NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning)",
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          "status": "insufficient-benchmarks",
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        },
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          "status": "below-quality-floor",
          "multiplier": 0.86,
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      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:nvidia:nemotron-3-nano-omni-30b-a3b-reasoning",
      "name": "Nemotron 3 Nano Omni 30B A3B Reasoning",
      "vendor": "NVIDIA",
      "releaseDate": "2026-04-29",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 13.8 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      ],
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      "releaseDate": "2025-04-28",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 13.8 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: reasoning",
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          "status": "insufficient-benchmarks",
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        },
        {
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        }
      ],
      "recommendedLevel": "reasoning"
    },
    {
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 13.1 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      ],
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    {
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      "name": "Mistral Small 3.2",
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 12.5 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      ],
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    },
    {
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 12.1 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      "variants": [
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        }
      ],
      "recommendedLevel": "reasoning"
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    {
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      "name": "Llama 3.3 Instruct 70B",
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 11.9 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      "variants": [
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      ],
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    },
    {
      "id": "model:openai:gpt-4o-mini",
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      "detail": "Excluded: coding score 11.4 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      "variants": [
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        }
      ],
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    },
    {
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      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 11.1 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      "variants": [
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          "codingScore": 11.1,
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          "status": "below-quality-floor",
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      ],
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    },
    {
      "id": "model:openai:gpt-3.5-turbo",
      "name": "GPT-3.5 Turbo",
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      "releaseDate": "2022-11-30",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 10.7 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      "value": 10.7,
      "effectiveCost": 261.242991,
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      "variants": [
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          "status": "below-quality-floor",
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        }
      ],
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    },
    {
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      "name": "Ministral 3 8B",
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      "releaseDate": "2025-12-02",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 9.7 is below the quality floor of 69.4 (85% of the best, 81.6)",
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      "value": 64.666667,
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        "source": "estimated",
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      "variants": [
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          "codingScore": 9.7,
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          "effectiveCost": 289.005155,
          "status": "below-quality-floor",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:google:gemma-4-e4b",
      "name": "Gemma 4 E4B",
      "vendor": "Google",
      "releaseDate": "2026-04-03",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 9.4 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: reasoning",
      "codingScore": 9.4,
      "price": 0.06,
      "value": 156.666667,
      "effectiveCost": 298.973362,
      "effort": {
        "multiplier": 1.2,
        "source": "measured",
        "waitSec": 28
      },
      "variants": [
        {
          "id": "5303601c-8133-4f52-bc4e-5241ee6b3c10",
          "name": "Gemma 4 E4B (Non-reasoning)",
          "level": "non-reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 0.13,
          "effortSource": "measured",
          "waitSec": 0.3
        },
        {
          "id": "d80eb0f1-f62e-4d31-99d2-7a925eb126b0",
          "name": "Gemma 4 E4B (Reasoning)",
          "level": "reasoning",
          "codingScore": 9.4,
          "price": 0.06,
          "value": 156.666667,
          "effectiveCost": 298.973362,
          "status": "below-quality-floor",
          "multiplier": 1.2,
          "effortSource": "measured",
          "waitSec": 28
        }
      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:alibaba:qwen3-8b",
      "name": "Qwen3 8B",
      "vendor": "Alibaba",
      "releaseDate": "2025-04-28",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 9.0 is below the quality floor of 69.4 (85% of the best, 81.6) — best level: reasoning",
      "codingScore": 9,
      "price": 1.14,
      "value": 7.894737,
      "effectiveCost": 316.864444,
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "variants": [
        {
          "id": "b2dd592a-fbc5-458a-b26d-f3964cbab82f",
          "name": "Qwen3 8B (Non-reasoning)",
          "level": "non-reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 0.15,
          "effortSource": "estimated",
          "waitSec": null
        },
        {
          "id": "9dba61f5-78ee-4190-8d1d-8e7063ffd386",
          "name": "Qwen3 8B (Reasoning)",
          "level": "reasoning",
          "codingScore": 9,
          "price": 1.14,
          "value": 7.894737,
          "effectiveCost": 316.864444,
          "status": "below-quality-floor",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:meta:llama-4-scout",
      "name": "Llama 4 Scout",
      "vendor": "Meta",
      "releaseDate": "2025-04-05",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 8.2 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 8.2,
      "price": 0.435,
      "value": 18.850575,
      "effectiveCost": 348.481098,
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": 0.7
      },
      "variants": [
        {
          "id": "adf9a85e-abc3-4f28-937b-db6655cc5238",
          "name": "Llama 4 Scout",
          "level": "standard",
          "codingScore": 8.2,
          "price": 0.435,
          "value": 18.850575,
          "effectiveCost": 348.481098,
          "status": "below-quality-floor",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": 0.7
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:meta:llama-3.1-instruct-8b",
      "name": "Llama 3.1 Instruct 8B",
      "vendor": "Meta",
      "releaseDate": "2024-07-23",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 5.4 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 5.4,
      "price": 0.035,
      "value": 154.285714,
      "effectiveCost": 543.249074,
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "variants": [
        {
          "id": "739684ba-0f63-4e2a-b4ee-30741c9e9320",
          "name": "Llama 3.1 Instruct 8B",
          "level": "standard",
          "codingScore": 5.4,
          "price": 0.035,
          "value": 154.285714,
          "effectiveCost": 543.249074,
          "status": "below-quality-floor",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:mistral:ministral-3-3b",
      "name": "Ministral 3 3B",
      "vendor": "Mistral",
      "releaseDate": "2025-12-02",
      "reason": "below-quality-floor",
      "detail": "Excluded: coding score 4.8 is below the quality floor of 69.4 (85% of the best, 81.6)",
      "codingScore": 4.8,
      "price": 0.1,
      "value": 48,
      "effectiveCost": 615.395833,
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": 0.5
      },
      "variants": [
        {
          "id": "66f4ce73-9a9b-4b49-9c6e-bedb9bfdc720",
          "name": "Ministral 3 3B",
          "level": "standard",
          "codingScore": 4.8,
          "price": 0.1,
          "value": 48,
          "effectiveCost": 615.395833,
          "status": "below-quality-floor",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": 0.5
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:motif-technologies:motif-3",
      "name": "Motif 3",
      "vendor": "Motif Technologies",
      "releaseDate": "2026-08-12",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 63.5,
      "variants": [
        {
          "id": "b01eefb1-c9f8-412d-8353-571031a52f23",
          "name": "Motif 3",
          "level": "standard",
          "codingScore": 63.5,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:motif-technologies:motif-3-beta",
      "name": "Motif 3 (Beta)",
      "vendor": "Motif Technologies",
      "releaseDate": "2026-07-14",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 62,
      "variants": [
        {
          "id": "a3043d4f-9b92-4261-8ea2-a2d391b09cf4",
          "name": "Motif 3 (Beta)",
          "level": "standard",
          "codingScore": 62,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:institute-of-foundation-models:k2-horizon-375b-a23b",
      "name": "K2 Horizon 375B A23B",
      "vendor": "Institute of Foundation Models",
      "releaseDate": "2026-09-03",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 61.5,
      "variants": [
        {
          "id": "bb3d7e75-8e22-4082-b9d6-1db0803e042f",
          "name": "K2 Horizon 375B A23B",
          "level": "standard",
          "codingScore": 61.5,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:nex-agi:nex-n2-pro-based-on-qwen3.5-397b-a17b",
      "name": "Nex-N2-Pro (based on Qwen3.5-397B-A17B)",
      "vendor": "Nex AGI",
      "releaseDate": "2026-06-02",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 59.1,
      "variants": [
        {
          "id": "3b5ba264-ad25-429b-a460-4d8698205f0d",
          "name": "Nex-N2-Pro (based on Qwen3.5-397B-A17B)",
          "level": "standard",
          "codingScore": 59.1,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:meta:muse-spark",
      "name": "Muse Spark",
      "vendor": "Meta",
      "releaseDate": "2026-04-08",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 58.6,
      "variants": [
        {
          "id": "ebf3b39f-0be6-43a1-a37a-f9b2978c9916",
          "name": "Muse Spark",
          "level": "standard",
          "codingScore": 58.6,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:institute-of-foundation-models:k2-horizon-mova-36b-a4b",
      "name": "K2 Horizon MoVA 36B A4B",
      "vendor": "Institute of Foundation Models",
      "releaseDate": "2026-09-03",
      "estimate": {
        "kind": "provisional",
        "note": "Provisional: released 2026-09-03, and Artificial Analysis hasn't published its Coding Index yet. Estimated from its Intelligence Index (25.3) using the 20 models with the closest Intelligence Index that have both scores: about 53.8 (typical error ±6.1). Replaced automatically once the real score is published.",
        "sources": [
          "https://artificialanalysis.ai/models"
        ]
      },
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 53.8,
      "variants": [
        {
          "id": "53b9e276-e360-4a39-9076-1a19d72c25fe",
          "name": "K2 Horizon MoVA 36B A4B",
          "level": "standard",
          "codingScore": 53.8,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:china-mobile:jt-4.1-flash-236b-a21b",
      "name": "JT-4.1 Flash 236B A21B",
      "vendor": "China Mobile",
      "releaseDate": "2026-07-09",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 52.4,
      "variants": [
        {
          "id": "901ec71b-51ec-4f53-b807-06ee17b890b4",
          "name": "JT-4.1 Flash 236B A21B",
          "level": "standard",
          "codingScore": 52.4,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:xiaomi:mimo-v2-flash",
      "name": "MiMo-V2-Flash",
      "vendor": "Xiaomi",
      "releaseDate": "2025-12-16",
      "effort": {
        "multiplier": 0.15,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free) — best level: non-reasoning",
      "codingScore": 49.8,
      "variants": [
        {
          "id": "82b36b4d-84dd-4bc0-ad32-e3aee9442789",
          "name": "MiMo-V2-Flash (Non-reasoning)",
          "level": "non-reasoning",
          "codingScore": 49.8,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 0.15,
          "effortSource": "estimated",
          "waitSec": null
        },
        {
          "id": "be185709-ddb4-4268-9597-856464359b25",
          "name": "MiMo-V2-Flash (Reasoning)",
          "level": "reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "non-reasoning"
    },
    {
      "id": "model:google:gemini-2.5-pro-preview-mar-25",
      "name": "Gemini 2.5 Pro Preview (Mar' 25)",
      "vendor": "Google",
      "releaseDate": "2025-03-25",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 46.7,
      "variants": [
        {
          "id": "62de31e8-a1a3-429c-b634-a2afccfd9363",
          "name": "Gemini 2.5 Pro Preview (Mar' 25)",
          "level": "standard",
          "codingScore": 46.7,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:upstage:solar-open2-250b",
      "name": "Solar Open2 250B",
      "vendor": "Upstage",
      "releaseDate": "2026-08-12",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 45,
      "variants": [
        {
          "id": "7eabd8ca-bf43-4d56-b3df-efd1c4eebfb0",
          "name": "Solar Open2 250B",
          "level": "standard",
          "codingScore": 45,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:lg-ai-research:k-exaone-2.0-0803",
      "name": "K-EXAONE 2.0 0803",
      "vendor": "LG AI Research",
      "releaseDate": "2026-08-12",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 40.6,
      "variants": [
        {
          "id": "18721247-4e56-4cf7-9a9d-c71cc60c0961",
          "name": "K-EXAONE 2.0 0803",
          "level": "standard",
          "codingScore": 40.6,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:sk-telecom:a.x-k2",
      "name": "A.X-K2",
      "vendor": "SK Telecom",
      "releaseDate": "2026-08-12",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 38.8,
      "variants": [
        {
          "id": "8215372b-66ff-457b-855e-e8abeafc9571",
          "name": "A.X-K2",
          "level": "standard",
          "codingScore": 38.8,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:institute-of-foundation-models:k2-horizon-7b",
      "name": "K2 Horizon 7B",
      "vendor": "Institute of Foundation Models",
      "releaseDate": "2026-09-03",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 38.6,
      "variants": [
        {
          "id": "122a1fa1-976a-4089-87a2-5a0a13e2a52c",
          "name": "K2 Horizon 7B",
          "level": "standard",
          "codingScore": 38.6,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:anthropic:claude-4-sonnet",
      "name": "Claude 4 Sonnet",
      "vendor": "Anthropic",
      "releaseDate": "2025-05-22",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free) — best level: reasoning",
      "codingScore": 37.6,
      "variants": [
        {
          "id": "d034dafe-463d-4c50-956f-84fca657b26f",
          "name": "Claude 4 Sonnet (Non-reasoning)",
          "level": "non-reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 0.15,
          "effortSource": "estimated",
          "waitSec": null
        },
        {
          "id": "a7564055-f8ba-4c4b-9e2d-060f61263645",
          "name": "Claude 4 Sonnet (Reasoning)",
          "level": "reasoning",
          "codingScore": 37.6,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "reasoning",
      "cursor": "Claude 4 Sonnet"
    },
    {
      "id": "model:cohere:north-mini-code",
      "name": "North Mini Code",
      "vendor": "Cohere",
      "releaseDate": "2026-06-09",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": 25
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 36.5,
      "variants": [
        {
          "id": "1e9907e0-ffac-4595-b006-962e4f1da7cf",
          "name": "North Mini Code",
          "level": "standard",
          "codingScore": 36.5,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": 25
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:anthropic:claude-3.7-sonnet",
      "name": "Claude 3.7 Sonnet",
      "vendor": "Anthropic",
      "releaseDate": "2025-02-24",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free) — best level: reasoning",
      "codingScore": 36.4,
      "variants": [
        {
          "id": "d925845d-39ad-4de3-8495-f176b79828c0",
          "name": "Claude 3.7 Sonnet (Non-reasoning)",
          "level": "non-reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 0.15,
          "effortSource": "estimated",
          "waitSec": null
        },
        {
          "id": "13358187-4584-479c-ab43-5bcdf8f297a4",
          "name": "Claude 3.7 Sonnet (Reasoning)",
          "level": "reasoning",
          "codingScore": 36.4,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:ai9stars:g9v3-39a5b",
      "name": "G9v3-39A5B",
      "vendor": "AI9Stars",
      "releaseDate": "2026-08-20",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 33.1,
      "variants": [
        {
          "id": "c1c5db7c-968f-445a-a274-7b5689348bf8",
          "name": "G9v3-39A5B",
          "level": "standard",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:lg-ai-research:k-exaone",
      "name": "K-EXAONE",
      "vendor": "LG AI Research",
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      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free) — best level: reasoning",
      "codingScore": 32.1,
      "variants": [
        {
          "id": "9cc377dc-67ae-4042-bafc-0466b5f05089",
          "name": "K-EXAONE (Non-reasoning)",
          "level": "non-reasoning",
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          "status": "insufficient-benchmarks",
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          "effortSource": "estimated",
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        },
        {
          "id": "715e05fb-1313-441c-bf1d-8651c752a841",
          "name": "K-EXAONE (Reasoning)",
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          "status": "missing-price",
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      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:mistral:devstral-2",
      "name": "Devstral 2",
      "vendor": "Mistral",
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      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 31.3,
      "variants": [
        {
          "id": "09f43999-b67b-4c1b-b050-44df41ed7e62",
          "name": "Devstral 2",
          "level": "standard",
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          "status": "missing-price",
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          "effortSource": "estimated",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:mistral:devstral-small-2",
      "name": "Devstral Small 2",
      "vendor": "Mistral",
      "releaseDate": "2025-12-09",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 29.3,
      "variants": [
        {
          "id": "ce819310-af7c-49d3-9a02-6845111e1788",
          "name": "Devstral Small 2",
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          "status": "missing-price",
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          "effortSource": "estimated",
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      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:cohere:command-a",
      "name": "Command A+",
      "vendor": "Cohere",
      "releaseDate": "2026-05-20",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": 11
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 27.8,
      "variants": [
        {
          "id": "2e9ff877-fd2c-4ce7-b631-7ca1bdb6d13e",
          "name": "Command A+",
          "level": "standard",
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          "status": "missing-price",
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          "effortSource": "estimated",
          "waitSec": 11
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      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:inclusionai:ling-3.0-tiny",
      "name": "Ling 3.0 Tiny",
      "vendor": "InclusionAI",
      "releaseDate": "2026-08-06",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": 68
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 26.5,
      "variants": [
        {
          "id": "7eaf926c-5f39-4e58-ae50-c38b5fc630fc",
          "name": "Ling 3.0 Tiny",
          "level": "standard",
          "codingScore": 26.5,
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          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": 68
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:institute-of-foundation-models:k2-horizon-3.7b",
      "name": "K2 Horizon 3.7B",
      "vendor": "Institute of Foundation Models",
      "releaseDate": "2026-09-03",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 26.1,
      "variants": [
        {
          "id": "31da3a71-0773-47d9-8560-9f19f069926b",
          "name": "K2 Horizon 3.7B",
          "level": "standard",
          "codingScore": 26.1,
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          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:google:gemini-2.0-pro-experimental-feb-25",
      "name": "Gemini 2.0 Pro Experimental (Feb '25)",
      "vendor": "Google",
      "releaseDate": "2025-02-05",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 25.5,
      "variants": [
        {
          "id": "c6a47d8a-7517-46e2-8383-329fe7241725",
          "name": "Gemini 2.0 Pro Experimental (Feb '25)",
          "level": "standard",
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          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:inclusionai:ling-2.6-flash",
      "name": "Ling 2.6 Flash",
      "vendor": "InclusionAI",
      "releaseDate": "2026-04-21",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 25.3,
      "variants": [
        {
          "id": "91f3a4c8-b000-4513-942c-bfe283375c35",
          "name": "Ling 2.6 Flash",
          "level": "standard",
          "codingScore": 25.3,
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          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:nvidia:nemotron-cascade-2-30b-a3b",
      "name": "Nemotron Cascade 2 30B A3B",
      "vendor": "NVIDIA",
      "releaseDate": "2026-03-19",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 25.3,
      "variants": [
        {
          "id": "9815da7d-70f4-44d6-b539-9ffef0faa152",
          "name": "Nemotron Cascade 2 30B A3B",
          "level": "standard",
          "codingScore": 25.3,
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          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:google:gemini-2.0-flash-thinking-experimental-jan-25",
      "name": "Gemini 2.0 Flash Thinking Experimental (Jan '25)",
      "vendor": "Google",
      "releaseDate": "2025-01-21",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 24.1,
      "variants": [
        {
          "id": "0399e614-5d46-484f-9183-e4f32d74e1c6",
          "name": "Gemini 2.0 Flash Thinking Experimental (Jan '25)",
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          "codingScore": 24.1,
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          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:lg-ai-research:exaone-4.5-33b",
      "name": "EXAONE 4.5 33B",
      "vendor": "LG AI Research",
      "releaseDate": "2026-04-09",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free) — best level: standard",
      "codingScore": 23.6,
      "variants": [
        {
          "id": "3538d399-1b3f-455d-9b13-1d8f9fee26c8",
          "name": "EXAONE 4.5 33B (Non-reasoning)",
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          "codingScore": null,
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          "value": null,
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          "status": "insufficient-benchmarks",
          "multiplier": 0.15,
          "effortSource": "estimated",
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        },
        {
          "id": "508943e4-e9e1-4d10-9c0e-a7650e9d7315",
          "name": "EXAONE 4.5 33B",
          "level": "standard",
          "codingScore": 23.6,
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          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:google:gemini-1.5-pro-sep-24",
      "name": "Gemini 1.5 Pro (Sep '24)",
      "vendor": "Google",
      "releaseDate": "2024-09-24",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 23.6,
      "variants": [
        {
          "id": "2ac96b67-f4f8-4c8c-ac08-c7510faa7bb9",
          "name": "Gemini 1.5 Pro (Sep '24)",
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          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:multiverse-computing:hypernova-60b-2605-high-based-on-gpt-oss-120b",
      "name": "HyperNova 60B 2605 (high, based on gpt-oss-120b)",
      "vendor": "Multiverse Computing",
      "releaseDate": "2026-05-26",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 23.2,
      "variants": [
        {
          "id": "340fb211-4fad-41d3-87d5-ed0d0cd34088",
          "name": "HyperNova 60B 2605 (high, based on gpt-oss-120b)",
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          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:mistral:magistral-medium-1.2",
      "name": "Magistral Medium 1.2",
      "vendor": "Mistral",
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      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 21.3,
      "variants": [
        {
          "id": "864da2a5-156c-45fd-873c-8923be91914f",
          "name": "Magistral Medium 1.2",
          "level": "standard",
          "codingScore": 21.3,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:institute-of-foundation-models:k2-think-v2",
      "name": "K2 Think V2",
      "vendor": "Institute of Foundation Models",
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      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 21,
      "variants": [
        {
          "id": "5a49ef80-3af5-404b-8ac0-e1b230ae95de",
          "name": "K2 Think V2",
          "level": "standard",
          "codingScore": 21,
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          "value": null,
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          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:mistral:mistral-medium-3.1",
      "name": "Mistral Medium 3.1",
      "vendor": "Mistral",
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      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 20.5,
      "variants": [
        {
          "id": "05a32e26-e609-4377-951b-8fa23d329926",
          "name": "Mistral Medium 3.1",
          "level": "standard",
          "codingScore": 20.5,
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          "value": null,
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          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:google:gemini-1.5-pro-may-24",
      "name": "Gemini 1.5 Pro (May '24)",
      "vendor": "Google",
      "releaseDate": "2024-05-15",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 19.8,
      "variants": [
        {
          "id": "16f2578b-1b28-4be3-b371-700c2677bcd6",
          "name": "Gemini 1.5 Pro (May '24)",
          "level": "standard",
          "codingScore": 19.8,
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          "value": null,
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          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:google:diffusiongemma-26b-a4b",
      "name": "DiffusionGemma 26B A4B",
      "vendor": "Google",
      "releaseDate": "2026-06-10",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 19.7,
      "variants": [
        {
          "id": "c3f12f61-9d57-4e2c-9106-5a82bb1cfee2",
          "name": "DiffusionGemma 26B A4B",
          "level": "standard",
          "codingScore": 19.7,
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          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:google:gemini-1.0-ultra",
      "name": "Gemini 1.0 Ultra",
      "vendor": "Google",
      "releaseDate": "2023-12-06",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 17.6,
      "variants": [
        {
          "id": "2ae624ca-25b4-4cc8-8970-cdfdd3320691",
          "name": "Gemini 1.0 Ultra",
          "level": "standard",
          "codingScore": 17.6,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:anthropic:claude-3.5-haiku",
      "name": "Claude 3.5 Haiku",
      "vendor": "Anthropic",
      "releaseDate": "2024-10-22",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 15.9,
      "variants": [
        {
          "id": "033e4aa9-a556-4224-87b0-341ed1070257",
          "name": "Claude 3.5 Haiku",
          "level": "standard",
          "codingScore": 15.9,
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          "value": null,
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          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:openbmb:minicpm5-2b",
      "name": "MiniCPM5-2B",
      "vendor": "OpenBMB",
      "releaseDate": "2026-09-07",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 14.5,
      "variants": [
        {
          "id": "641a073a-41c9-4773-9b02-d965c16607c5",
          "name": "MiniCPM5-2B",
          "level": "standard",
          "codingScore": 14.5,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:anthropic:claude-2.1",
      "name": "Claude 2.1",
      "vendor": "Anthropic",
      "releaseDate": "2023-11-21",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 14,
      "variants": [
        {
          "id": "9e141c0d-fc82-4e07-bb2e-fe0003bc030b",
          "name": "Claude 2.1",
          "level": "standard",
          "codingScore": 14,
          "price": null,
          "value": null,
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          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:anthropic:claude-2.0",
      "name": "Claude 2.0",
      "vendor": "Anthropic",
      "releaseDate": "2023-07-11",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 12.9,
      "variants": [
        {
          "id": "ddc748d0-6a9b-466b-8d6c-68417980d56d",
          "name": "Claude 2.0",
          "level": "standard",
          "codingScore": 12.9,
          "price": null,
          "value": null,
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          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:ibm:granite-4.1-30b",
      "name": "Granite 4.1 30B",
      "vendor": "IBM",
      "releaseDate": "2026-04-29",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 10.4,
      "variants": [
        {
          "id": "d4be6393-8915-436c-a3a8-4e59bd5c89a9",
          "name": "Granite 4.1 30B",
          "level": "standard",
          "codingScore": 10.4,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:google:gemma-3-27b-instruct",
      "name": "Gemma 3 27B Instruct",
      "vendor": "Google",
      "releaseDate": "2025-03-12",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 10.1,
      "variants": [
        {
          "id": "2bfdd17a-e027-4068-a54e-b0e90a6df118",
          "name": "Gemma 3 27B Instruct",
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          "status": "missing-price",
          "multiplier": 1,
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:ai9stars:g9v3-3b",
      "name": "G9v3-3B",
      "vendor": "AI9Stars",
      "releaseDate": "2026-07-23",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 9.9,
      "variants": [
        {
          "id": "2ffa7571-fa78-453a-b589-9aa3fac702d2",
          "name": "G9v3-3B",
          "level": "standard",
          "codingScore": 9.9,
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          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:nanbeige:nanbeige4.1-3b",
      "name": "Nanbeige4.1-3B",
      "vendor": "Nanbeige",
      "releaseDate": "2026-02-11",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 9.6,
      "variants": [
        {
          "id": "7d73161f-002f-4c9c-b4f8-6c4d91f2ba8e",
          "name": "Nanbeige4.1-3B",
          "level": "standard",
          "codingScore": 9.6,
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          "status": "missing-price",
          "multiplier": 1,
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:ibm:granite-4.1-8b",
      "name": "Granite 4.1 8B",
      "vendor": "IBM",
      "releaseDate": "2026-04-29",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 9.5,
      "variants": [
        {
          "id": "82ed9bd2-c97b-4c35-9312-94bb72001e36",
          "name": "Granite 4.1 8B",
          "level": "standard",
          "codingScore": 9.5,
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          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:nvidia:nvidia-nemotron-3-nano-4b",
      "name": "NVIDIA Nemotron 3 Nano 4B",
      "vendor": "NVIDIA",
      "releaseDate": "2026-03-16",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 8,
      "variants": [
        {
          "id": "9ee13921-62a4-425a-a22b-df3302198d93",
          "name": "NVIDIA Nemotron 3 Nano 4B",
          "level": "standard",
          "codingScore": 8,
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          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:anthropic:claude-instant",
      "name": "Claude Instant",
      "vendor": "Anthropic",
      "releaseDate": "2023-03-14",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 7.8,
      "variants": [
        {
          "id": "83cb898e-05d9-4e4b-9de3-2d305014d923",
          "name": "Claude Instant",
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          "codingScore": 7.8,
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          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:liquid-ai:lfm2.5-2.6b",
      "name": "LFM2.5-2.6B",
      "vendor": "Liquid AI",
      "releaseDate": "2026-08-04",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 7.7,
      "variants": [
        {
          "id": "e1bfc488-5f48-4d42-abf6-7f3c53d79f9c",
          "name": "LFM2.5-2.6B",
          "level": "standard",
          "codingScore": 7.7,
          "price": null,
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          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:google:gemma-4-e2b",
      "name": "Gemma 4 E2B",
      "vendor": "Google",
      "releaseDate": "2026-04-02",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free) — best level: reasoning",
      "codingScore": 7.2,
      "variants": [
        {
          "id": "755d7281-2ed8-48c7-808f-709ec4cbfb71",
          "name": "Gemma 4 E2B (Non-reasoning)",
          "level": "non-reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 0.15,
          "effortSource": "estimated",
          "waitSec": null
        },
        {
          "id": "b07aef0a-b192-46a1-b1c9-40b06d1b9061",
          "name": "Gemma 4 E2B (Reasoning)",
          "level": "reasoning",
          "codingScore": 7.2,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:google:gemma-3-12b-instruct",
      "name": "Gemma 3 12B Instruct",
      "vendor": "Google",
      "releaseDate": "2025-03-12",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 5.8,
      "variants": [
        {
          "id": "2e6400f5-85ca-4ebc-ba8f-c2811a631138",
          "name": "Gemma 3 12B Instruct",
          "level": "standard",
          "codingScore": 5.8,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:ibm:granite-4.1-3b",
      "name": "Granite 4.1 3B",
      "vendor": "IBM",
      "releaseDate": "2026-04-29",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 4.7,
      "variants": [
        {
          "id": "91e3b45f-3f52-4511-8c15-8948854bebc5",
          "name": "Granite 4.1 3B",
          "level": "standard",
          "codingScore": 4.7,
          "price": null,
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          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:google:palm-2",
      "name": "PALM-2",
      "vendor": "Google",
      "releaseDate": "2023-05-10",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 4.6,
      "variants": [
        {
          "id": "515852e7-ba9c-4571-8cf9-82ad6b45f22f",
          "name": "PALM-2",
          "level": "standard",
          "codingScore": 4.6,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:microsoft:phi-4-mini-instruct",
      "name": "Phi-4 Mini Instruct",
      "vendor": "Microsoft",
      "releaseDate": "2024-02-26",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": 0.3
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 3.8,
      "variants": [
        {
          "id": "9f873c2f-2c2d-4ccb-9e1b-71bf61b052be",
          "name": "Phi-4 Mini Instruct",
          "level": "standard",
          "codingScore": 3.8,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": 0.3
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:institute-of-foundation-models:k2-horizon-0.9b",
      "name": "K2 Horizon 0.9B",
      "vendor": "Institute of Foundation Models",
      "releaseDate": "2026-09-03",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 3.4,
      "variants": [
        {
          "id": "9e9fb958-87f5-4835-a761-26102ef25898",
          "name": "K2 Horizon 0.9B",
          "level": "standard",
          "codingScore": 3.4,
          "price": null,
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          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:google:gemma-3n-e4b-instruct",
      "name": "Gemma 3n E4B Instruct",
      "vendor": "Google",
      "releaseDate": "2025-06-26",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 3.2,
      "variants": [
        {
          "id": "a797eaf3-6d75-4f29-86a8-e1243ce52d43",
          "name": "Gemma 3n E4B Instruct",
          "level": "standard",
          "codingScore": 3.2,
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          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3.5-2b",
      "name": "Qwen3.5 2B",
      "vendor": "Alibaba",
      "releaseDate": "2026-03-02",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free) — best level: reasoning",
      "codingScore": 2.9,
      "variants": [
        {
          "id": "0985ada8-2ed8-404d-bd8b-7357666ce40f",
          "name": "Qwen3.5 2B (Non-reasoning)",
          "level": "non-reasoning",
          "codingScore": 2.4,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 0.15,
          "effortSource": "estimated",
          "waitSec": null
        },
        {
          "id": "5d4acc80-7a88-4e84-bfe7-99071b84e6a4",
          "name": "Qwen3.5 2B (Reasoning)",
          "level": "reasoning",
          "codingScore": 2.9,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:google:gemma-3-4b-instruct",
      "name": "Gemma 3 4B Instruct",
      "vendor": "Google",
      "releaseDate": "2025-03-12",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 2.7,
      "variants": [
        {
          "id": "222fb320-6e55-4672-846a-b6d5a24a45f4",
          "name": "Gemma 3 4B Instruct",
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          "codingScore": 2.7,
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          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3.5-0.8b",
      "name": "Qwen3.5 0.8B",
      "vendor": "Alibaba",
      "releaseDate": "2026-03-02",
      "effort": {
        "multiplier": 0.15,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free) — best level: non-reasoning",
      "codingScore": 1.2,
      "variants": [
        {
          "id": "405e2235-0925-4634-a3c7-fbd5f6394bc0",
          "name": "Qwen3.5 0.8B (Non-reasoning)",
          "level": "non-reasoning",
          "codingScore": 1.2,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 0.15,
          "effortSource": "estimated",
          "waitSec": null
        },
        {
          "id": "a6ea7ec0-0aca-4442-98fb-4296c6d18b31",
          "name": "Qwen3.5 0.8B (Reasoning)",
          "level": "reasoning",
          "codingScore": 0,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "non-reasoning"
    },
    {
      "id": "model:openbmb:minicpm-v-4.6-1.3b",
      "name": "MiniCPM-V 4.6 1.3B",
      "vendor": "OpenBMB",
      "releaseDate": "2026-05-11",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "missing-price",
      "detail": "Excluded: blended price is $0 (not reported or free)",
      "codingScore": 0.7,
      "variants": [
        {
          "id": "433e410e-5170-4f03-b92f-7927c220b2fe",
          "name": "MiniCPM-V 4.6 1.3B",
          "level": "standard",
          "codingScore": 0.7,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "missing-price",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:swiss-ai-initiative:apertus-70b-instruct",
      "name": "Apertus 70B Instruct",
      "vendor": "Swiss AI Initiative",
      "releaseDate": "2025-09-02",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "49e70a38-4ac1-4659-b490-09b2c7ff21d6",
          "name": "Apertus 70B Instruct",
          "level": "standard",
          "codingScore": null,
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          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:swiss-ai-initiative:apertus-8b-instruct",
      "name": "Apertus 8B Instruct",
      "vendor": "Swiss AI Initiative",
      "releaseDate": "2025-09-02",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "891bcdf2-8dd2-4dc3-829b-d963fde25876",
          "name": "Apertus 8B Instruct",
          "level": "standard",
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          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:servicenow:apriel-v1.5-15b-thinker",
      "name": "Apriel-v1.5-15B-Thinker",
      "vendor": "ServiceNow",
      "releaseDate": "2025-09-30",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "ac1031bc-c53e-4af7-9c6e-2005e0ff44fa",
          "name": "Apriel-v1.5-15B-Thinker",
          "level": "standard",
          "codingScore": null,
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          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:servicenow:apriel-v1.6-15b-thinker",
      "name": "Apriel-v1.6-15B-Thinker",
      "vendor": "ServiceNow",
      "releaseDate": "2025-11-25",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "a71c1a35-ccc8-43f0-a5a2-070a690b9a00",
          "name": "Apriel-v1.6-15B-Thinker",
          "level": "standard",
          "codingScore": null,
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          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:snowflake:arctic-instruct",
      "name": "Arctic Instruct",
      "vendor": "Snowflake",
      "releaseDate": "2024-04-24",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "b3735511-c6ff-4928-8d72-2181444a4eb3",
          "name": "Arctic Instruct",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:anthropic:claude-3-haiku",
      "name": "Claude 3 Haiku",
      "vendor": "Anthropic",
      "releaseDate": "2024-03-04",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "1fc54cef-d179-48b1-a27d-046874e9b208",
          "name": "Claude 3 Haiku",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:anthropic:claude-3-sonnet",
      "name": "Claude 3 Sonnet",
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      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "b2e68f0a-8f66-4e4c-9821-2b786cea601b",
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        }
      ],
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    },
    {
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      "vendor": "Anthropic",
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        "multiplier": 0.15,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1) — best level: non-reasoning",
      "variants": [
        {
          "id": "504412c2-2ada-499b-aebf-7e0a35c9d286",
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        },
        {
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        }
      ],
      "recommendedLevel": "non-reasoning"
    },
    {
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      "vendor": "Anthropic",
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        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1) — best level: non-reasoning",
      "variants": [
        {
          "id": "f2f60e3a-e5f5-4471-acd2-9f2f29c76007",
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        },
        {
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      ],
      "recommendedLevel": "non-reasoning"
    },
    {
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      "vendor": "Anthropic",
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        "source": "estimated",
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      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1) — best level: non-reasoning",
      "variants": [
        {
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        },
        {
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        }
      ],
      "recommendedLevel": "non-reasoning",
      "cursor": "Claude 4.5 Opus"
    },
    {
      "id": "model:anthropic:claude-opus-4.6",
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      "vendor": "Anthropic",
      "releaseDate": "2026-02-05",
      "effort": {
        "multiplier": 2.5,
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        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1) — best level: max",
      "variants": [
        {
          "id": "4386585e-71b4-4a0c-8a63-afb333419cd6",
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        },
        {
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        }
      ],
      "recommendedLevel": "max",
      "cursor": "Claude 4.6 Opus"
    },
    {
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      "vendor": "Deep Cogito",
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      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
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        }
      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:cohere:command-a",
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      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": 0.3
      },
      "reason": "insufficient-benchmarks",
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        {
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        }
      ],
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    },
    {
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        "multiplier": 1,
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        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
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        {
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        }
      ],
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    },
    {
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        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
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        {
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        }
      ],
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    },
    {
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        "source": "estimated",
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      },
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      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
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          "status": "insufficient-benchmarks",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
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      "vendor": "Nous Research",
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      "effort": {
        "multiplier": 0.15,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
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      "variants": [
        {
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          "name": "DeepHermes 3 - Llama-3.1 8B Preview (Non-reasoning)",
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          "waitSec": null
        }
      ],
      "recommendedLevel": "non-reasoning"
    },
    {
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      "vendor": "Nous Research",
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      "effort": {
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        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
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      "variants": [
        {
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          "name": "DeepHermes 3 - Mistral 24B Preview (Non-reasoning)",
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        }
      ],
      "recommendedLevel": "non-reasoning"
    },
    {
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        "source": "estimated",
        "waitSec": null
      },
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      "variants": [
        {
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          "status": "insufficient-benchmarks",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
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      "vendor": "DeepSeek",
      "releaseDate": "2023-11-29",
      "effort": {
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        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
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      "variants": [
        {
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          "name": "DeepSeek LLM 67B Chat (V1)",
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          "status": "insufficient-benchmarks",
          "multiplier": 1,
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
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      "vendor": "DeepSeek",
      "releaseDate": "2025-05-28",
      "effort": {
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        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
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          "name": "DeepSeek R1 0528 (May '25)",
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          "status": "insufficient-benchmarks",
          "multiplier": 1,
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
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      "name": "DeepSeek R1 0528 Qwen3 8B",
      "vendor": "DeepSeek",
      "releaseDate": "2025-05-29",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
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      "variants": [
        {
          "id": "6000145b-0e3d-4fef-a55f-bcaac84803b2",
          "name": "DeepSeek R1 0528 Qwen3 8B",
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          "status": "insufficient-benchmarks",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
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      "effort": {
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        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "4a845d7b-a52d-43bb-80b7-b58c7a0c155e",
          "name": "DeepSeek R1 Distill Llama 70B",
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          "status": "insufficient-benchmarks",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
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      "vendor": "DeepSeek",
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      "effort": {
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        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "0e49fe2d-dd3c-4ae5-b56f-a1c89e14b89e",
          "name": "DeepSeek R1 Distill Llama 8B",
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          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:deepseek:deepseek-r1-distill-qwen-1.5b",
      "name": "DeepSeek R1 Distill Qwen 1.5B",
      "vendor": "DeepSeek",
      "releaseDate": "2025-01-20",
      "effort": {
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        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "444cdb1e-bab8-42cd-938c-b2d7a93e2da1",
          "name": "DeepSeek R1 Distill Qwen 1.5B",
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          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:deepseek:deepseek-r1-distill-qwen-14b",
      "name": "DeepSeek R1 Distill Qwen 14B",
      "vendor": "DeepSeek",
      "releaseDate": "2025-01-20",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "b26ff709-1773-4595-ae44-78e0a5bac29c",
          "name": "DeepSeek R1 Distill Qwen 14B",
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          "status": "insufficient-benchmarks",
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        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:deepseek:deepseek-r1-distill-qwen-32b",
      "name": "DeepSeek R1 Distill Qwen 32B",
      "vendor": "DeepSeek",
      "releaseDate": "2025-01-20",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "df95f83f-5ebb-466a-9d2d-b95efc8c012c",
          "name": "DeepSeek R1 Distill Qwen 32B",
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          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:deepseek:deepseek-v3.1",
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      "vendor": "DeepSeek",
      "releaseDate": "2025-08-21",
      "effort": {
        "multiplier": 0.15,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1) — best level: non-reasoning",
      "variants": [
        {
          "id": "fb65266f-5a7d-403c-85d5-ccdf0d1ca838",
          "name": "DeepSeek V3.1 (Non-reasoning)",
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          "effectiveCost": null,
          "status": "insufficient-benchmarks",
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          "effortSource": "estimated",
          "waitSec": null
        },
        {
          "id": "198b717f-42c8-4ab7-a699-ae9373d669d3",
          "name": "DeepSeek V3.1 (Reasoning)",
          "level": "reasoning",
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          "value": null,
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          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "non-reasoning"
    },
    {
      "id": "model:deepseek:deepseek-v3.2-exp",
      "name": "DeepSeek V3.2 Exp",
      "vendor": "DeepSeek",
      "releaseDate": "2025-09-29",
      "effort": {
        "multiplier": 0.15,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1) — best level: non-reasoning",
      "variants": [
        {
          "id": "07c35e00-2b12-44c8-91cc-408629cd569e",
          "name": "DeepSeek V3.2 Exp (Non-reasoning)",
          "level": "non-reasoning",
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      ],
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      ],
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      ],
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    },
    {
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      ],
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    },
    {
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      ],
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    },
    {
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      ],
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    },
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        }
      ],
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    },
    {
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        "source": "estimated",
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      },
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        {
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          "status": "insufficient-benchmarks",
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        }
      ],
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    },
    {
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        "source": "estimated",
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      },
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      "variants": [
        {
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          "status": "insufficient-benchmarks",
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        }
      ],
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    },
    {
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        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
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      "variants": [
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          "id": "6afbfb62-27e4-435e-9c85-d9fe1b92519e",
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          "status": "insufficient-benchmarks",
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      ],
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    },
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      ],
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      ],
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      ],
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    },
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        }
      ],
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      ],
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    },
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      ],
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      },
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        }
      ],
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    },
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        }
      ],
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    },
    {
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      },
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      ],
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    },
    {
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      },
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      ],
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    },
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    },
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      ],
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      ],
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    },
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      ],
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    },
    {
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        }
      ],
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    },
    {
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      },
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      ],
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    },
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        }
      ],
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    },
    {
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        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "c43aa1f9-31bd-4a99-be70-84c5e6bd2e75",
          "name": "Qwen Chat 14B",
          "level": "standard",
          "codingScore": null,
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          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen-chat-72b",
      "name": "Qwen Chat 72B",
      "vendor": "Alibaba",
      "releaseDate": "2023-11-30",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "41f73c27-880c-4f30-8b07-9999ce89a4ae",
          "name": "Qwen Chat 72B",
          "level": "standard",
          "codingScore": null,
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          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen1.5-chat-110b",
      "name": "Qwen1.5 Chat 110B",
      "vendor": "Alibaba",
      "releaseDate": "2024-04-25",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "d1768b3a-0a21-4e08-b3f6-56a9ab6cfbf3",
          "name": "Qwen1.5 Chat 110B",
          "level": "standard",
          "codingScore": null,
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          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen2-instruct-72b",
      "name": "Qwen2 Instruct 72B",
      "vendor": "Alibaba",
      "releaseDate": "2024-06-07",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "7656c62b-5345-435b-bf12-b6ce2ca0d58d",
          "name": "Qwen2 Instruct 72B",
          "level": "standard",
          "codingScore": null,
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          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen2.5-coder-instruct-32b",
      "name": "Qwen2.5 Coder Instruct 32B",
      "vendor": "Alibaba",
      "releaseDate": "2024-11-11",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "04586102-6a28-48f8-a82e-85775d7ed779",
          "name": "Qwen2.5 Coder Instruct 32B",
          "level": "standard",
          "codingScore": null,
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          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen2.5-coder-instruct-7b",
      "name": "Qwen2.5 Coder Instruct 7B",
      "vendor": "Alibaba",
      "releaseDate": "2024-09-19",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "e410e854-104d-4b35-a171-899ff9d974bb",
          "name": "Qwen2.5 Coder Instruct 7B",
          "level": "standard",
          "codingScore": null,
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          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen2.5-instruct-32b",
      "name": "Qwen2.5 Instruct 32B",
      "vendor": "Alibaba",
      "releaseDate": "2024-09-19",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "1d0db5a3-3132-4213-a94b-c2e395d08283",
          "name": "Qwen2.5 Instruct 32B",
          "level": "standard",
          "codingScore": null,
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          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen2.5-instruct-72b",
      "name": "Qwen2.5 Instruct 72B",
      "vendor": "Alibaba",
      "releaseDate": "2024-09-19",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "b4f7d7a4-869a-4ee7-b17a-4046cd1e79fd",
          "name": "Qwen2.5 Instruct 72B",
          "level": "standard",
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          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen2.5-max",
      "name": "Qwen2.5 Max",
      "vendor": "Alibaba",
      "releaseDate": "2025-01-28",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "b9dc72c6-7bea-4936-a55a-4b0c835fc755",
          "name": "Qwen2.5 Max",
          "level": "standard",
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          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen2.5-turbo",
      "name": "Qwen2.5 Turbo",
      "vendor": "Alibaba",
      "releaseDate": "2024-11-18",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "352f834f-a03c-4117-8a29-c3ccd8a568ce",
          "name": "Qwen2.5 Turbo",
          "level": "standard",
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          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3-0.6b",
      "name": "Qwen3 0.6B",
      "vendor": "Alibaba",
      "releaseDate": "2025-04-28",
      "effort": {
        "multiplier": 0.15,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1) — best level: non-reasoning",
      "variants": [
        {
          "id": "0e5f6140-1154-4583-a3e0-8c032a338892",
          "name": "Qwen3 0.6B (Non-reasoning)",
          "level": "non-reasoning",
          "codingScore": null,
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          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 0.15,
          "effortSource": "estimated",
          "waitSec": null
        },
        {
          "id": "4ae6c88d-9e4a-4850-89fe-18a1c04a66cc",
          "name": "Qwen3 0.6B (Reasoning)",
          "level": "reasoning",
          "codingScore": null,
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          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "non-reasoning"
    },
    {
      "id": "model:alibaba:qwen3-1.7b",
      "name": "Qwen3 1.7B",
      "vendor": "Alibaba",
      "releaseDate": "2025-04-28",
      "effort": {
        "multiplier": 0.15,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1) — best level: non-reasoning",
      "variants": [
        {
          "id": "2bb84433-f38e-4edc-9b65-4d7b1f473db9",
          "name": "Qwen3 1.7B (Non-reasoning)",
          "level": "non-reasoning",
          "codingScore": null,
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          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 0.15,
          "effortSource": "estimated",
          "waitSec": null
        },
        {
          "id": "5962d643-0a6f-4630-bb08-ab5720d80056",
          "name": "Qwen3 1.7B (Reasoning)",
          "level": "reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "non-reasoning"
    },
    {
      "id": "model:alibaba:qwen3-235b-a22b",
      "name": "Qwen3 235B A22B",
      "vendor": "Alibaba",
      "releaseDate": "2025-04-28",
      "effort": {
        "multiplier": 0.15,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1) — best level: non-reasoning",
      "variants": [
        {
          "id": "43573c57-2403-46fb-af4b-a93de9a0c3f5",
          "name": "Qwen3 235B A22B (Non-reasoning)",
          "level": "non-reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 0.15,
          "effortSource": "estimated",
          "waitSec": null
        },
        {
          "id": "bbe6d782-e630-48d5-b11c-3ce37f373f1e",
          "name": "Qwen3 235B A22B (Reasoning)",
          "level": "reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "non-reasoning"
    },
    {
      "id": "model:alibaba:qwen3-235b-a22b-2507-instruct",
      "name": "Qwen3 235B A22B 2507 Instruct",
      "vendor": "Alibaba",
      "releaseDate": "2025-07-21",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "3373245b-e6dc-4b66-a7b0-3f06f9b7bd46",
          "name": "Qwen3 235B A22B 2507 Instruct",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3-30b-a3b",
      "name": "Qwen3 30B A3B",
      "vendor": "Alibaba",
      "releaseDate": "2025-04-28",
      "effort": {
        "multiplier": 0.15,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1) — best level: non-reasoning",
      "variants": [
        {
          "id": "f3169f25-8c6f-48e4-ae87-0cf872dc0ec1",
          "name": "Qwen3 30B A3B (Non-reasoning)",
          "level": "non-reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 0.15,
          "effortSource": "estimated",
          "waitSec": null
        },
        {
          "id": "3e6cf518-a1f4-42d3-8fcf-827c9bd8e6d5",
          "name": "Qwen3 30B A3B (Reasoning)",
          "level": "reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "non-reasoning"
    },
    {
      "id": "model:alibaba:qwen3-30b-a3b-2507-instruct",
      "name": "Qwen3 30B A3B 2507 Instruct",
      "vendor": "Alibaba",
      "releaseDate": "2025-07-29",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "7ec1065a-c90e-41e4-bd17-abb7042eed76",
          "name": "Qwen3 30B A3B 2507 Instruct",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3-4b",
      "name": "Qwen3 4B",
      "vendor": "Alibaba",
      "releaseDate": "2025-04-28",
      "effort": {
        "multiplier": 0.15,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1) — best level: non-reasoning",
      "variants": [
        {
          "id": "e46198a7-cd29-4afd-933d-cdf180f0f305",
          "name": "Qwen3 4B (Non-reasoning)",
          "level": "non-reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 0.15,
          "effortSource": "estimated",
          "waitSec": null
        },
        {
          "id": "191a2097-cce3-49cf-881e-0c790892059f",
          "name": "Qwen3 4B (Reasoning)",
          "level": "reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "non-reasoning"
    },
    {
      "id": "model:alibaba:qwen3-4b-2507",
      "name": "Qwen3 4B 2507",
      "vendor": "Alibaba",
      "releaseDate": "2025-08-06",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "2aacdc07-5f4e-4ab9-8ea5-5f7ab93f9eeb",
          "name": "Qwen3 4B 2507 (Reasoning)",
          "level": "reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:alibaba:qwen3-4b-2507-instruct",
      "name": "Qwen3 4B 2507 Instruct",
      "vendor": "Alibaba",
      "releaseDate": "2025-08-06",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "b0249961-b8b2-479d-8325-a29ea17c7b89",
          "name": "Qwen3 4B 2507 Instruct",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3-coder-30b-a3b-instruct",
      "name": "Qwen3 Coder 30B A3B Instruct",
      "vendor": "Alibaba",
      "releaseDate": "2025-07-31",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "da9fe224-8af3-46d7-a8c4-6220779c3f35",
          "name": "Qwen3 Coder 30B A3B Instruct",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3-coder-480b-a35b-instruct",
      "name": "Qwen3 Coder 480B A35B Instruct",
      "vendor": "Alibaba",
      "releaseDate": "2025-07-22",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "093883ed-f5fc-443b-8e18-afbfb166699e",
          "name": "Qwen3 Coder 480B A35B Instruct",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3-max",
      "name": "Qwen3 Max",
      "vendor": "Alibaba",
      "releaseDate": "2025-09-23",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "7ae943a9-9310-4472-a834-c61f0ab68485",
          "name": "Qwen3 Max",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3-max-preview",
      "name": "Qwen3 Max (Preview)",
      "vendor": "Alibaba",
      "releaseDate": "2025-09-05",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "5b2beb12-81a9-47a1-8a2a-d0a727185b50",
          "name": "Qwen3 Max (Preview)",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3-max-thinking",
      "name": "Qwen3 Max Thinking",
      "vendor": "Alibaba",
      "releaseDate": "2026-01-26",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "806032ff-6252-4c22-ba99-a126e411b7a4",
          "name": "Qwen3 Max Thinking",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3-max-thinking-preview",
      "name": "Qwen3 Max Thinking (Preview)",
      "vendor": "Alibaba",
      "releaseDate": "2025-11-03",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "cbac8c35-e069-4c73-823e-0953e6ed0e85",
          "name": "Qwen3 Max Thinking (Preview)",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3-next-80b-a3b-instruct",
      "name": "Qwen3 Next 80B A3B Instruct",
      "vendor": "Alibaba",
      "releaseDate": "2025-09-11",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": 1
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "2698f6c6-e436-47ce-a583-dbc25596c571",
          "name": "Qwen3 Next 80B A3B Instruct",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": 1
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3-omni-30b-a3b",
      "name": "Qwen3 Omni 30B A3B",
      "vendor": "Alibaba",
      "releaseDate": "2025-09-22",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": 19
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "b97ef678-2d31-4375-9416-67ea97f87204",
          "name": "Qwen3 Omni 30B A3B (Reasoning)",
          "level": "reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": 19
        }
      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:alibaba:qwen3-omni-30b-a3b-instruct",
      "name": "Qwen3 Omni 30B A3B Instruct",
      "vendor": "Alibaba",
      "releaseDate": "2025-09-22",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": 0.9
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "0b226b82-1462-4860-bf1a-f8aed7024791",
          "name": "Qwen3 Omni 30B A3B Instruct",
          "level": "standard",
          "codingScore": null,
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          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": 0.9
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3-vl-235b-a22b",
      "name": "Qwen3 VL 235B A22B",
      "vendor": "Alibaba",
      "releaseDate": "2025-09-23",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "a803d3d0-d22e-49a0-ac2c-b9c6f1141065",
          "name": "Qwen3 VL 235B A22B (Reasoning)",
          "level": "reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:alibaba:qwen3-vl-235b-a22b-instruct",
      "name": "Qwen3 VL 235B A22B Instruct",
      "vendor": "Alibaba",
      "releaseDate": "2025-09-23",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "d58cf573-1bd3-4d1f-9182-5482a460f570",
          "name": "Qwen3 VL 235B A22B Instruct",
          "level": "standard",
          "codingScore": null,
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          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3-vl-30b-a3b",
      "name": "Qwen3 VL 30B A3B",
      "vendor": "Alibaba",
      "releaseDate": "2025-10-03",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "ce3d286e-093d-413d-a81a-0270309f039e",
          "name": "Qwen3 VL 30B A3B (Reasoning)",
          "level": "reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:alibaba:qwen3-vl-30b-a3b-instruct",
      "name": "Qwen3 VL 30B A3B Instruct",
      "vendor": "Alibaba",
      "releaseDate": "2025-10-03",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "51d0b717-953d-4b44-af61-406c6b7dff39",
          "name": "Qwen3 VL 30B A3B Instruct",
          "level": "standard",
          "codingScore": null,
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          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3-vl-32b",
      "name": "Qwen3 VL 32B",
      "vendor": "Alibaba",
      "releaseDate": "2025-10-21",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "d370fcbf-c4a1-41a2-abc4-d204fcc3fcbf",
          "name": "Qwen3 VL 32B (Reasoning)",
          "level": "reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:alibaba:qwen3-vl-32b-instruct",
      "name": "Qwen3 VL 32B Instruct",
      "vendor": "Alibaba",
      "releaseDate": "2025-10-21",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "6da314d3-a984-4734-8f31-47dd32fb4699",
          "name": "Qwen3 VL 32B Instruct",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3-vl-4b",
      "name": "Qwen3 VL 4B",
      "vendor": "Alibaba",
      "releaseDate": "2025-10-14",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "f93d0750-b659-4ceb-a123-7e657904ef2b",
          "name": "Qwen3 VL 4B (Reasoning)",
          "level": "reasoning",
          "codingScore": null,
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          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:alibaba:qwen3-vl-4b-instruct",
      "name": "Qwen3 VL 4B Instruct",
      "vendor": "Alibaba",
      "releaseDate": "2025-10-14",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "f5d83128-047f-496d-ba49-8a428abe8345",
          "name": "Qwen3 VL 4B Instruct",
          "level": "standard",
          "codingScore": null,
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          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3-vl-8b",
      "name": "Qwen3 VL 8B",
      "vendor": "Alibaba",
      "releaseDate": "2025-10-14",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "dec8073c-57e2-41c0-b1aa-7a62960f103f",
          "name": "Qwen3 VL 8B (Reasoning)",
          "level": "reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:alibaba:qwen3-vl-8b-instruct",
      "name": "Qwen3 VL 8B Instruct",
      "vendor": "Alibaba",
      "releaseDate": "2025-10-14",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "3cf875b8-b6b5-42c0-ad70-617d5be59d00",
          "name": "Qwen3 VL 8B Instruct",
          "level": "standard",
          "codingScore": null,
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          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3.5-27b",
      "name": "Qwen3.5 27B",
      "vendor": "Alibaba",
      "releaseDate": "2026-02-24",
      "effort": {
        "multiplier": 0.15,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1) — best level: non-reasoning",
      "variants": [
        {
          "id": "509e94e3-f1cb-43fb-98ff-e0e9872cfd1f",
          "name": "Qwen3.5 27B (Non-reasoning)",
          "level": "non-reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 0.15,
          "effortSource": "estimated",
          "waitSec": null
        },
        {
          "id": "169e47f5-3d4d-4ad4-8f8b-ab46f0c73f67",
          "name": "Qwen3.5 27B (Reasoning)",
          "level": "reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "non-reasoning"
    },
    {
      "id": "model:alibaba:qwen3.5-omni-flash",
      "name": "Qwen3.5 Omni Flash",
      "vendor": "Alibaba",
      "releaseDate": "2026-03-30",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": 1
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "6f3534b1-1168-472e-b3e3-23ab521504f5",
          "name": "Qwen3.5 Omni Flash",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": 1
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3.5-omni-plus",
      "name": "Qwen3.5 Omni Plus",
      "vendor": "Alibaba",
      "releaseDate": "2026-03-30",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": 1.2
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "0179b427-93dc-415c-bb4c-f980ddf8d088",
          "name": "Qwen3.5 Omni Plus",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": 1.2
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwen3.6-max-preview",
      "name": "Qwen3.6 Max Preview",
      "vendor": "Alibaba",
      "releaseDate": "2026-04-20",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "6000692c-f9a6-47f8-a5c0-e0874ac488bb",
          "name": "Qwen3.6 Max Preview",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwq-32b",
      "name": "QwQ 32B",
      "vendor": "Alibaba",
      "releaseDate": "2025-03-05",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "ceb4d610-d0a4-48c1-bea0-80ed76f1e5ca",
          "name": "QwQ 32B",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:alibaba:qwq-32b-preview",
      "name": "QwQ 32B-Preview",
      "vendor": "Alibaba",
      "releaseDate": "2024-11-27",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "8823351e-8232-4c9c-8a1d-cd2c1d2c1196",
          "name": "QwQ 32B-Preview",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:perplexity:r1-1776",
      "name": "R1 1776",
      "vendor": "Perplexity",
      "releaseDate": "2025-02-18",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "98e3230e-cee1-4c19-b9f8-b6b6a826ca93",
          "name": "R1 1776",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:reka-ai:reka-flash-sep-24",
      "name": "Reka Flash (Sep '24)",
      "vendor": "Reka AI",
      "releaseDate": "2024-10-04",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "a971b0c0-4c0f-484a-b018-e36b5be3409e",
          "name": "Reka Flash (Sep '24)",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:reka-ai:reka-flash-3",
      "name": "Reka Flash 3",
      "vendor": "Reka AI",
      "releaseDate": "2025-03-10",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": 21
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "dbbcf240-a69e-4078-8f16-7c94c7a8c514",
          "name": "Reka Flash 3",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": 21
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:inclusionai:ring-1t",
      "name": "Ring-1T",
      "vendor": "InclusionAI",
      "releaseDate": "2025-10-13",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "a29e66d6-1c3c-456a-8770-59ee3845b35d",
          "name": "Ring-1T",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:inclusionai:ring-flash-2.0",
      "name": "Ring-flash-2.0",
      "vendor": "InclusionAI",
      "releaseDate": "2025-09-19",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "47b7df55-5804-40de-ba11-317de786710a",
          "name": "Ring-flash-2.0",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:sarvam:sarvam-105b",
      "name": "Sarvam 105B",
      "vendor": "Sarvam",
      "releaseDate": "2026-03-06",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "45790612-02e3-4c42-b5bd-cd7ed2ea1f2f",
          "name": "Sarvam 105B (high)",
          "level": "high",
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          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "high"
    },
    {
      "id": "model:sarvam:sarvam-30b",
      "name": "Sarvam 30B",
      "vendor": "Sarvam",
      "releaseDate": "2026-03-06",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "764dd095-6ebd-4760-8eb3-cbc40964db2e",
          "name": "Sarvam 30B (high)",
          "level": "high",
          "codingScore": null,
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          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "high"
    },
    {
      "id": "model:sarvam:sarvam-m-reasoning-based-on-mistral-small-3.1",
      "name": "Sarvam M (Reasoning, based on Mistral Small 3.1)",
      "vendor": "Sarvam",
      "releaseDate": "2025-05-23",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "34ef2b5c-3df3-437e-b9c5-81346f8c14a8",
          "name": "Sarvam M (Reasoning, based on Mistral Small 3.1)",
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          "codingScore": null,
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          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:bytedance-seed:seed-oss-36b-instruct",
      "name": "Seed-OSS-36B-Instruct",
      "vendor": "ByteDance Seed",
      "releaseDate": "2025-08-20",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "5c6533f3-75a2-4109-b9a9-3623afc6b86a",
          "name": "Seed-OSS-36B-Instruct",
          "level": "standard",
          "codingScore": null,
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          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:upstage:solar-mini",
      "name": "Solar Mini",
      "vendor": "Upstage",
      "releaseDate": "2024-01-25",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "d97713f2-afa6-4f8d-b2f3-ac89a24c4d6c",
          "name": "Solar Mini",
          "level": "standard",
          "codingScore": null,
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          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:upstage:solar-open-100b",
      "name": "Solar Open 100B",
      "vendor": "Upstage",
      "releaseDate": "2025-12-17",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "59a1bb20-9170-4dc2-ba9c-12d326cf068e",
          "name": "Solar Open 100B (Reasoning)",
          "level": "reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "reasoning"
    },
    {
      "id": "model:upstage:solar-pro-2",
      "name": "Solar Pro 2",
      "vendor": "Upstage",
      "releaseDate": "2025-07-09",
      "effort": {
        "multiplier": 0.15,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1) — best level: non-reasoning",
      "variants": [
        {
          "id": "44db6283-aa82-4799-af4a-679fe0530845",
          "name": "Solar Pro 2 (Non-reasoning)",
          "level": "non-reasoning",
          "codingScore": null,
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          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 0.15,
          "effortSource": "estimated",
          "waitSec": null
        },
        {
          "id": "eb689f7a-f210-4a87-b407-f249897f2764",
          "name": "Solar Pro 2 (Reasoning)",
          "level": "reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "non-reasoning"
    },
    {
      "id": "model:upstage:solar-pro-2-preview",
      "name": "Solar Pro 2 (Preview)",
      "vendor": "Upstage",
      "releaseDate": "2025-05-20",
      "effort": {
        "multiplier": 0.15,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1) — best level: non-reasoning",
      "variants": [
        {
          "id": "432d6c36-8825-47f3-b4eb-58529cea346b",
          "name": "Solar Pro 2 (Preview) (Non-reasoning)",
          "level": "non-reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 0.15,
          "effortSource": "estimated",
          "waitSec": null
        },
        {
          "id": "8e78cf7a-5b76-4beb-beba-b99c6233b208",
          "name": "Solar Pro 2 (Preview) (Reasoning)",
          "level": "reasoning",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "non-reasoning"
    },
    {
      "id": "model:perplexity:sonar",
      "name": "Sonar",
      "vendor": "Perplexity",
      "releaseDate": "2025-01-21",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "5ec4a0db-da66-4e46-9682-fceeed755ef8",
          "name": "Sonar",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:perplexity:sonar-pro",
      "name": "Sonar Pro",
      "vendor": "Perplexity",
      "releaseDate": "2025-01-21",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "3435db18-9227-45a5-8e79-9546b14b5aaa",
          "name": "Sonar Pro",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:perplexity:sonar-reasoning",
      "name": "Sonar Reasoning",
      "vendor": "Perplexity",
      "releaseDate": "2025-01-28",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "04751bd4-0c5d-416b-a5f2-83727c5bfcda",
          "name": "Sonar Reasoning",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:perplexity:sonar-reasoning-pro",
      "name": "Sonar Reasoning Pro",
      "vendor": "Perplexity",
      "releaseDate": "2025-01-28",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "1edc272c-d799-44d6-909a-bf3c1909a3a0",
          "name": "Sonar Reasoning Pro",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:stepfun:step-3.5-flash",
      "name": "Step 3.5 Flash",
      "vendor": "StepFun",
      "releaseDate": "2026-02-02",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "c8158c23-6fff-4c31-911d-954c32d80c28",
          "name": "Step 3.5 Flash",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:stepfun:step-3.5-flash-2603",
      "name": "Step 3.5 Flash 2603",
      "vendor": "StepFun",
      "releaseDate": "2026-04-02",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "1aa3694e-b656-4dbe-8f84-0c65d8897abb",
          "name": "Step 3.5 Flash 2603",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:stepfun:step3-vl-10b",
      "name": "Step3 VL 10B",
      "vendor": "StepFun",
      "releaseDate": "2026-01-20",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "acad0665-9457-4531-abd5-b59efd7a89ea",
          "name": "Step3 VL 10B",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:cohere:tiny-aya-global",
      "name": "Tiny Aya Global",
      "vendor": "Cohere",
      "releaseDate": "2026-02-17",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": 0.2
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "81444bc8-72f9-4a2d-ad43-27e3f0d2f461",
          "name": "Tiny Aya Global",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": 0.2
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:trillion-labs:tri-21b-think",
      "name": "Tri-21B-Think",
      "vendor": "Trillion Labs",
      "releaseDate": "2026-02-10",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "5d891609-fe1c-4e8d-b9f0-5b0ff6d9f439",
          "name": "Tri-21B-Think",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:trillion-labs:tri-21b-think-preview",
      "name": "Tri-21B-think Preview",
      "vendor": "Trillion Labs",
      "releaseDate": "2026-02-10",
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": null
      },
      "reason": "insufficient-benchmarks",
      "detail": "Excluded: has 0 of the 1 scored benchmarks (minimum 1)",
      "variants": [
        {
          "id": "60cff809-05fb-4439-afe7-8b1476439f49",
          "name": "Tri-21B-think Preview",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "insufficient-benchmarks",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": null
        }
      ],
      "recommendedLevel": "standard"
    },
    {
      "id": "model:stepfun:step-5-preview",
      "name": "Step 5 Preview",
      "vendor": "StepFun",
      "releaseDate": "2026-09-18",
      "estimate": {
        "kind": "provisional",
        "note": "Provisional: released 2026-09-18, and Artificial Analysis hasn't published its Coding Index yet. Estimated from its Intelligence Index (43.7) using the 20 models with the closest Intelligence Index that have both scores: about 75.4 (typical error ±1.6). Replaced automatically once the real score is published.",
        "sources": [
          "https://artificialanalysis.ai/models"
        ]
      },
      "effort": {
        "multiplier": 1,
        "source": "estimated",
        "waitSec": 27
      },
      "reason": "model-filter",
      "detail": "Excluded by hand (excludeModels in config/scoring.yaml)",
      "variants": [
        {
          "id": "094ea3e3-ce41-419e-8bd1-723389663158",
          "name": "Step 5 Preview",
          "level": "standard",
          "codingScore": null,
          "price": null,
          "value": null,
          "effectiveCost": null,
          "status": "model-filter",
          "multiplier": 1,
          "effortSource": "estimated",
          "waitSec": 27
        }
      ],
      "recommendedLevel": "standard"
    }
  ]
}