{
 "methodology_version": "2.0",
 "generated_at": "2026-10-30T00:44:27Z",
 "as_of": "2026-10-29T00:00:00Z",
 "valid_until": "2026-10-31T00:00:00Z",
 "window": {
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  "end": "2026-10-29T00:00:00Z",
  "days": 7,
  "observed_days": 7.0
 },
 "model": {
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  "permaslug": "minimax/minimax-m2.7-20260318",
  "name": "MiniMax M2.7",
  "maker": "MiniMax",
  "file": "models/minimax-m2.7.json"
 },
 "metric": "invalid_tool_call_rate",
 "status": "ok",
 "status_reason": null,
 "confidence": "high",
 "recommendation": {
  "order": [
   "groq",
   "minimax",
   "atlas-cloud/fp8"
  ],
  "ignore": [
   "gmicloud/fp8",
   "novita/fp8"
  ]
 },
 "thresholds": {
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  "median_invalid_tool_call_rate": 0.021831,
  "ignore_at_or_above": 0.03
 },
 "choices": [
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   "also": [
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   ],
   "label": "Most reliable, highest throughput",
   "criterion": "the lowest invalid tool-call rate; the highest median tokens per second",
   "provider": "groq",
   "recommendation": {
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     "groq",
     "minimax",
     "atlas-cloud/fp8"
    ],
    "ignore": [
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     "novita/fp8"
    ]
   }
  },
  {
   "id": "lowest_cost",
   "also": [
    "highest_uptime"
   ],
   "label": "Lowest cost, highest uptime",
   "criterion": "the lowest price, blended at 3 tokens in to 1 out; the highest uptime",
   "provider": "minimax",
   "recommendation": {
    "order": [
     "minimax",
     "groq",
     "atlas-cloud/fp8"
    ],
    "ignore": [
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    ]
   }
  }
 ],
 "providers": [
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   "slugs": [
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   ],
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    0.00427
   ],
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     "name": "Groq",
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     "invalid_tool_call_rate": 0.003213
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   ],
   "direct_api": {
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    "context_tokens": 196608,
    "tool_choice": true,
    "docs": "https://console.groq.com/docs/tool-use/overview",
    "website": "https://groq.com",
    "status_page": "https://status.groq.com/",
    "terms": "https://groq.com/terms-of-use/",
    "privacy": "https://groq.com/privacy-policy/",
    "openrouter": "https://openrouter.ai/provider/groq"
   }
  },
  {
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   "role": "recommended",
   "slugs": [
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   ],
   "variant": null,
   "makers_api": true,
   "retains_prompts": false,
   "trains_on_prompts": false,
   "sample_size": 109915,
   "failures": 1937,
   "invalid_tool_call_rate": 0.017623,
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    0.018418
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   "tool_calls_per_day": 15702,
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   "output_price_per_million": 1.2,
   "tokens_per_second": 38.0,
   "uptime": 0.9937,
   "quantizations": [],
   "endpoints": [
    {
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     "invalid_tool_call_rate": 0.017623
    }
   ],
   "direct_api": {
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    "dedicated_endpoint": false,
    "context_tokens": 204800,
    "tool_choice": true,
    "docs": "https://platform.minimax.io/docs/guides/text-m3-function-call",
    "website": "https://www.minimax.io",
    "status_page": null,
    "terms": "https://www.minimax.io/platform/protocol/terms-of-service",
    "privacy": "https://www.minimax.io/platform/protocol/privacy-policy",
    "openrouter": "https://openrouter.ai/provider/minimax"
   }
  },
  {
   "id": "atlas-cloud/fp8",
   "name": "AtlasCloud",
   "rank": 3,
   "role": "recommended",
   "slugs": [
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   ],
   "variant": "fp8",
   "makers_api": false,
   "retains_prompts": true,
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   "sample_size": 17757,
   "failures": 342,
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   "invalid_tool_call_rate_ci95": [
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   ],
   "tool_calls_per_day": 2537,
   "input_price_per_million": 0.3,
   "output_price_per_million": 1.2,
   "tokens_per_second": 49.0,
   "uptime": 0.9884,
   "quantizations": [
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   ],
   "endpoints": [
    {
     "tag": "atlas-cloud/fp8",
     "tier": false,
     "name": "AtlasCloud",
     "quantization": "fp8",
     "sample_size": 17757,
     "failures": 342,
     "invalid_tool_call_rate": 0.01926
    }
   ],
   "direct_api": {
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    "dedicated_endpoint": false,
    "context_tokens": 196608,
    "tool_choice": true,
    "docs": "https://www.atlascloud.ai/docs",
    "website": "https://www.atlascloud.ai",
    "status_page": null,
    "terms": null,
    "privacy": "https://www.atlascloud.ai/privacy",
    "openrouter": "https://openrouter.ai/provider/atlas-cloud"
   }
  },
  {
   "id": "minimax/highspeed",
   "name": "MiniMax",
   "rank": 4,
   "role": "neutral",
   "slugs": [
    "minimax/highspeed"
   ],
   "variant": "highspeed",
   "makers_api": true,
   "retains_prompts": false,
   "trains_on_prompts": false,
   "sample_size": 9207,
   "failures": 201,
   "invalid_tool_call_rate": 0.021831,
   "invalid_tool_call_rate_ci95": [
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    0.025022
   ],
   "tool_calls_per_day": 1315,
   "input_price_per_million": 0.6,
   "output_price_per_million": 2.4,
   "tokens_per_second": 43.0,
   "uptime": 0.9482,
   "quantizations": [],
   "endpoints": [
    {
     "tag": "minimax/highspeed",
     "tier": true,
     "name": "MiniMax",
     "quantization": null,
     "sample_size": 9207,
     "failures": 201,
     "invalid_tool_call_rate": 0.021831
    }
   ],
   "direct_api": {
    "model_id": "MiniMax-M2.7-highspeed",
    "dedicated_endpoint": false,
    "context_tokens": 204800,
    "tool_choice": true,
    "docs": "https://platform.minimax.io/docs/guides/text-m3-function-call",
    "website": "https://www.minimax.io",
    "status_page": null,
    "terms": "https://www.minimax.io/platform/protocol/terms-of-service",
    "privacy": "https://www.minimax.io/platform/protocol/privacy-policy",
    "openrouter": "https://openrouter.ai/provider/minimax"
   }
  },
  {
   "id": "gmicloud/fp8",
   "name": "GMICloud",
   "rank": 5,
   "role": "ignored",
   "slugs": [
    "gmicloud/fp8"
   ],
   "variant": "fp8",
   "makers_api": false,
   "retains_prompts": true,
   "trains_on_prompts": false,
   "sample_size": 51523,
   "failures": 1658,
   "invalid_tool_call_rate": 0.03218,
   "invalid_tool_call_rate_ci95": [
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    0.033739
   ],
   "tool_calls_per_day": 7360,
   "input_price_per_million": 0.21,
   "output_price_per_million": 0.84,
   "tokens_per_second": 45.5,
   "uptime": 0.9856,
   "quantizations": [
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   ],
   "endpoints": [
    {
     "tag": "gmicloud/fp8",
     "tier": false,
     "name": "GMICloud",
     "quantization": "fp8",
     "sample_size": 51523,
     "failures": 1658,
     "invalid_tool_call_rate": 0.03218
    }
   ],
   "direct_api": {
    "model_id": "MiniMaxAI/MiniMax-M2.7",
    "dedicated_endpoint": false,
    "context_tokens": 196608,
    "tool_choice": true,
    "docs": "https://docs.gmicloud.ai/",
    "website": "https://gmicloud.ai",
    "status_page": null,
    "terms": "https://www.gmicloud.ai/terms-and-conditions",
    "privacy": "https://docs.gmicloud.ai/privacy",
    "openrouter": "https://openrouter.ai/provider/gmicloud"
   }
  },
  {
   "id": "novita/fp8",
   "name": "NovitaAI",
   "rank": 6,
   "role": "ignored",
   "slugs": [
    "novita/fp8"
   ],
   "variant": "fp8",
   "makers_api": false,
   "retains_prompts": false,
   "trains_on_prompts": false,
   "sample_size": 69406,
   "failures": 2733,
   "invalid_tool_call_rate": 0.039377,
   "invalid_tool_call_rate_ci95": [
    0.037955,
    0.04085
   ],
   "tool_calls_per_day": 9915,
   "input_price_per_million": 0.27,
   "output_price_per_million": 1.08,
   "tokens_per_second": 28.5,
   "uptime": 0.9952,
   "quantizations": [
    "fp8"
   ],
   "endpoints": [
    {
     "tag": "novita/fp8",
     "tier": false,
     "name": "NovitaAI",
     "quantization": "fp8",
     "sample_size": 69406,
     "failures": 2733,
     "invalid_tool_call_rate": 0.039377
    }
   ],
   "direct_api": {
    "model_id": "minimax/minimax-m2.7",
    "dedicated_endpoint": false,
    "context_tokens": 204800,
    "tool_choice": true,
    "docs": "https://docs.novita.ai/guides/llm-function-calling",
    "website": "https://novita.ai",
    "status_page": "https://status.novita.ai/",
    "terms": "https://novita.ai/legal/terms-of-service",
    "privacy": "https://novita.ai/legal/privacy-policy",
    "openrouter": "https://openrouter.ai/provider/novita"
   }
  }
 ],
 "others": [],
 "structured_outputs": {
  "metric": "structured_output_error_rate",
  "as_of": "2026-10-29T00:00:00Z",
  "valid_until": "2026-10-31T00:00:00Z",
  "window": {
   "start": "2026-10-22T00:00:00Z",
   "end": "2026-10-29T00:00:00Z",
   "days": 7,
   "observed_days": 7.0
  },
  "status": "single_provider",
  "status_reason": "fewer than two providers at 1,000 structured outputs a day or more",
  "confidence": "none",
  "recommendation": null,
  "thresholds": {
   "min_structured_outputs_per_day_to_recommend": 1000,
   "median_structured_output_error_rate": null,
   "ignore_at_or_above": 0.03
  },
  "providers": [],
  "others": []
 },
 "source": "dottxt Tool-call Index (https://dottxt.ai), from OpenRouter's published measurements"
}