{
 "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": {
  "start": "2026-10-22T00:00:00Z",
  "end": "2026-10-29T00:00:00Z",
  "days": 7,
  "observed_days": 7.0
 },
 "model": {
  "id": "deepseek/deepseek-v3.2",
  "permaslug": "deepseek/deepseek-v3.2-20251201",
  "name": "DeepSeek V3.2",
  "maker": "DeepSeek",
  "file": "models/deepseek-v3.2.json"
 },
 "metric": "invalid_tool_call_rate",
 "status": "ok",
 "status_reason": null,
 "confidence": "high",
 "recommendation": {
  "order": [
   "siliconflow/fp8",
   "deepinfra/fp4",
   "phala"
  ],
  "ignore": []
 },
 "thresholds": {
  "min_tool_calls_per_day_to_recommend": 1000,
  "median_invalid_tool_call_rate": 0.007628,
  "ignore_at_or_above": 0.03
 },
 "choices": [
  {
   "id": "most_reliable",
   "also": [],
   "label": "Most reliable",
   "criterion": "the lowest invalid tool-call rate",
   "provider": "siliconflow/fp8",
   "recommendation": {
    "order": [
     "siliconflow/fp8",
     "deepinfra/fp4",
     "phala"
    ],
    "ignore": []
   }
  },
  {
   "id": "lowest_cost",
   "also": [
    "highest_throughput"
   ],
   "label": "Lowest cost, highest throughput",
   "criterion": "the lowest price, blended at 3 tokens in to 1 out; the highest median tokens per second",
   "provider": "gmicloud/fp8",
   "recommendation": {
    "order": [
     "gmicloud/fp8",
     "siliconflow/fp8",
     "deepinfra/fp4"
    ],
    "ignore": []
   }
  },
  {
   "id": "highest_uptime",
   "also": [],
   "label": "Highest uptime",
   "criterion": "the highest uptime",
   "provider": "phala",
   "recommendation": {
    "order": [
     "phala",
     "siliconflow/fp8",
     "deepinfra/fp4"
    ],
    "ignore": []
   }
  }
 ],
 "providers": [
  {
   "id": "siliconflow/fp8",
   "name": "SiliconFlow",
   "rank": 1,
   "role": "recommended",
   "slugs": [
    "siliconflow/fp8"
   ],
   "variant": "fp8",
   "makers_api": false,
   "retains_prompts": false,
   "trains_on_prompts": false,
   "sample_size": 186135,
   "failures": 1116,
   "invalid_tool_call_rate": 0.005996,
   "invalid_tool_call_rate_ci95": [
    0.005655,
    0.006357
   ],
   "tool_calls_per_day": 26591,
   "input_price_per_million": 0.259,
   "output_price_per_million": 0.8,
   "tokens_per_second": 19.0,
   "uptime": 0.9988,
   "quantizations": [
    "fp8"
   ],
   "endpoints": [
    {
     "tag": "siliconflow/fp8",
     "tier": false,
     "name": "SiliconFlow",
     "quantization": "fp8",
     "sample_size": 186135,
     "failures": 1116,
     "invalid_tool_call_rate": 0.005996
    }
   ],
   "direct_api": {
    "model_id": "deepseek-ai/DeepSeek-V3.2",
    "dedicated_endpoint": false,
    "context_tokens": 163840,
    "tool_choice": true,
    "docs": "https://docs.siliconflow.com/en/userguide/guides/function-calling",
    "website": "https://siliconflow.com",
    "status_page": null,
    "terms": "https://docs.siliconflow.com/en/legals/terms-of-service",
    "privacy": "https://docs.siliconflow.com/en/legals/privacy-policy",
    "openrouter": "https://openrouter.ai/provider/siliconflow"
   }
  },
  {
   "id": "deepinfra/fp4",
   "name": "DeepInfra",
   "rank": 2,
   "role": "recommended",
   "slugs": [
    "deepinfra/fp4"
   ],
   "variant": "fp4",
   "makers_api": false,
   "retains_prompts": false,
   "trains_on_prompts": false,
   "sample_size": 468571,
   "failures": 3044,
   "invalid_tool_call_rate": 0.006496,
   "invalid_tool_call_rate_ci95": [
    0.00627,
    0.00673
   ],
   "tool_calls_per_day": 66939,
   "input_price_per_million": 0.26,
   "output_price_per_million": 0.38,
   "tokens_per_second": 35.0,
   "uptime": 0.9949,
   "quantizations": [
    "fp4"
   ],
   "endpoints": [
    {
     "tag": "deepinfra/fp4",
     "tier": false,
     "name": "DeepInfra",
     "quantization": "fp4",
     "sample_size": 468571,
     "failures": 3044,
     "invalid_tool_call_rate": 0.006496
    }
   ],
   "direct_api": {
    "model_id": "deepseek-ai/DeepSeek-V3.2",
    "dedicated_endpoint": false,
    "context_tokens": 163840,
    "tool_choice": true,
    "docs": "https://docs.deepinfra.com/chat/tool-calling",
    "website": "https://deepinfra.com",
    "status_page": "https://status.deepinfra.com/",
    "terms": "https://deepinfra.com/terms",
    "privacy": "https://deepinfra.com/privacy",
    "openrouter": "https://openrouter.ai/provider/deepinfra"
   }
  },
  {
   "id": "phala",
   "name": "Phala",
   "rank": 3,
   "role": "recommended",
   "slugs": [
    "phala"
   ],
   "variant": null,
   "makers_api": false,
   "retains_prompts": false,
   "trains_on_prompts": false,
   "sample_size": 20843,
   "failures": 159,
   "invalid_tool_call_rate": 0.007628,
   "invalid_tool_call_rate_ci95": [
    0.006535,
    0.008904
   ],
   "tool_calls_per_day": 2978,
   "input_price_per_million": 1.0,
   "output_price_per_million": 1.0,
   "tokens_per_second": 30.0,
   "uptime": 0.9997,
   "quantizations": [],
   "endpoints": [
    {
     "tag": "phala",
     "tier": false,
     "name": "Phala",
     "quantization": null,
     "sample_size": 20843,
     "failures": 159,
     "invalid_tool_call_rate": 0.007628
    }
   ],
   "direct_api": {
    "model_id": "phala/deepseek-v3.2",
    "dedicated_endpoint": true,
    "context_tokens": 163840,
    "tool_choice": true,
    "docs": "https://docs.phala.com/",
    "website": "https://redpill.ai",
    "status_page": "https://status.phala.network/",
    "terms": "https://redpill.ai/terms",
    "privacy": "https://redpill.ai/privacy",
    "openrouter": "https://openrouter.ai/provider/phala"
   }
  },
  {
   "id": "gmicloud/fp8",
   "name": "GMICloud",
   "rank": 4,
   "role": "neutral",
   "slugs": [
    "gmicloud/fp8"
   ],
   "variant": "fp8",
   "makers_api": false,
   "retains_prompts": true,
   "trains_on_prompts": false,
   "sample_size": 221455,
   "failures": 3568,
   "invalid_tool_call_rate": 0.016112,
   "invalid_tool_call_rate_ci95": [
    0.015596,
    0.016644
   ],
   "tool_calls_per_day": 31636,
   "input_price_per_million": 0.2088,
   "output_price_per_million": 0.3096,
   "tokens_per_second": 49.0,
   "uptime": 0.999,
   "quantizations": [
    "fp8"
   ],
   "endpoints": [
    {
     "tag": "gmicloud/fp8",
     "tier": false,
     "name": "GMICloud",
     "quantization": "fp8",
     "sample_size": 221455,
     "failures": 3568,
     "invalid_tool_call_rate": 0.016112
    }
   ],
   "direct_api": {
    "model_id": "deepseek-ai/DeepSeek-V3.2",
    "dedicated_endpoint": false,
    "context_tokens": 163840,
    "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"
   }
  }
 ],
 "others": [
  {
   "id": "atlas-cloud/fp8",
   "name": "AtlasCloud",
   "role": "neutral",
   "slugs": [
    "atlas-cloud/fp8"
   ],
   "variant": "fp8",
   "makers_api": false,
   "retains_prompts": true,
   "trains_on_prompts": false,
   "sample_size": 1,
   "failures": 0,
   "invalid_tool_call_rate": 0.0,
   "invalid_tool_call_rate_ci95": [
    0.0,
    0.793457
   ],
   "tool_calls_per_day": 0,
   "input_price_per_million": 0.26,
   "output_price_per_million": 0.38,
   "tokens_per_second": 20.0,
   "uptime": 0.9961,
   "quantizations": [
    "fp8"
   ],
   "endpoints": [
    {
     "tag": "atlas-cloud/fp8",
     "tier": false,
     "name": "AtlasCloud",
     "quantization": "fp8",
     "sample_size": 1,
     "failures": 0,
     "invalid_tool_call_rate": 0.0
    }
   ],
   "direct_api": {
    "model_id": "deepseek-ai/deepseek-v3.2",
    "dedicated_endpoint": false,
    "context_tokens": 163840,
    "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"
   }
  }
 ],
 "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": "ok",
  "status_reason": null,
  "confidence": "high",
  "recommendation": {
   "order": [
    "deepinfra/fp4",
    "atlas-cloud/fp8",
    "phala"
   ],
   "ignore": [
    "baidu/fp8"
   ]
  },
  "thresholds": {
   "min_structured_outputs_per_day_to_recommend": 1000,
   "median_structured_output_error_rate": 0.012704,
   "ignore_at_or_above": 0.03
  },
  "providers": [
   {
    "id": "deepinfra/fp4",
    "name": "DeepInfra",
    "rank": 1,
    "role": "recommended",
    "slugs": [
     "deepinfra/fp4"
    ],
    "variant": "fp4",
    "sample_size": 1411236,
    "failures": 12209,
    "structured_output_error_rate": 0.008651,
    "structured_output_error_rate_ci95": [
     0.0085,
     0.008805
    ],
    "structured_outputs_per_day": 201605,
    "endpoints": [
     {
      "tag": "deepinfra/fp4",
      "tier": false,
      "sample_size": 1411236,
      "failures": 12209,
      "structured_output_error_rate": 0.008651
     }
    ]
   },
   {
    "id": "atlas-cloud/fp8",
    "name": "AtlasCloud",
    "rank": 2,
    "role": "recommended",
    "slugs": [
     "atlas-cloud/fp8"
    ],
    "variant": "fp8",
    "sample_size": 376555,
    "failures": 3419,
    "structured_output_error_rate": 0.00908,
    "structured_output_error_rate_ci95": [
     0.008782,
     0.009388
    ],
    "structured_outputs_per_day": 53794,
    "endpoints": [
     {
      "tag": "atlas-cloud/fp8",
      "tier": false,
      "sample_size": 376555,
      "failures": 3419,
      "structured_output_error_rate": 0.00908
     }
    ]
   },
   {
    "id": "phala",
    "name": "Phala",
    "rank": 3,
    "role": "recommended",
    "slugs": [
     "phala"
    ],
    "variant": null,
    "sample_size": 55416,
    "failures": 704,
    "structured_output_error_rate": 0.012704,
    "structured_output_error_rate_ci95": [
     0.011805,
     0.013671
    ],
    "structured_outputs_per_day": 7917,
    "endpoints": [
     {
      "tag": "phala",
      "tier": false,
      "sample_size": 55416,
      "failures": 704,
      "structured_output_error_rate": 0.012704
     }
    ]
   },
   {
    "id": "siliconflow/fp8",
    "name": "SiliconFlow",
    "rank": 4,
    "role": "neutral",
    "slugs": [
     "siliconflow/fp8"
    ],
    "variant": "fp8",
    "sample_size": 1224982,
    "failures": 21042,
    "structured_output_error_rate": 0.017177,
    "structured_output_error_rate_ci95": [
     0.016949,
     0.017409
    ],
    "structured_outputs_per_day": 174997,
    "endpoints": [
     {
      "tag": "siliconflow/fp8",
      "tier": false,
      "sample_size": 1224982,
      "failures": 21042,
      "structured_output_error_rate": 0.017177
     }
    ]
   },
   {
    "id": "baidu/fp8",
    "name": "Baidu Qianfan",
    "rank": 5,
    "role": "ignored",
    "slugs": [
     "baidu/fp8"
    ],
    "variant": "fp8",
    "sample_size": 1296440,
    "failures": 92254,
    "structured_output_error_rate": 0.071159,
    "structured_output_error_rate_ci95": [
     0.070718,
     0.071603
    ],
    "structured_outputs_per_day": 185206,
    "endpoints": [
     {
      "tag": "baidu/fp8",
      "tier": false,
      "sample_size": 1296440,
      "failures": 92254,
      "structured_output_error_rate": 0.071159
     }
    ]
   }
  ],
  "others": [
   {
    "id": "mara",
    "name": "MARA",
    "role": "neutral",
    "slugs": [
     "mara"
    ],
    "variant": null,
    "sample_size": 210,
    "failures": 5,
    "structured_output_error_rate": 0.02381,
    "structured_output_error_rate_ci95": [
     0.010212,
     0.054517
    ],
    "structured_outputs_per_day": 30,
    "endpoints": [
     {
      "tag": "mara",
      "tier": false,
      "sample_size": 210,
      "failures": 5,
      "structured_output_error_rate": 0.02381
     }
    ]
   }
  ]
 },
 "source": "dottxt Tool-call Index (https://dottxt.ai), from OpenRouter's published measurements"
}