{
 "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": {
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  "permaslug": "deepseek/deepseek-v4-flash-vision-exp-20260821",
  "name": "DeepSeek V4 Flash Vision Exp",
  "maker": "DeepSeek",
  "file": "models/deepseek-v4-flash-vision-exp.json"
 },
 "metric": "invalid_tool_call_rate",
 "status": "ok",
 "status_reason": null,
 "confidence": "high",
 "recommendation": {
  "order": [
   "gmicloud/fp8",
   "siliconflow/fp8",
   "deepinfra/fp8"
  ],
  "ignore": []
 },
 "thresholds": {
  "min_tool_calls_per_day_to_recommend": 1000,
  "median_invalid_tool_call_rate": 0.00582,
  "ignore_at_or_above": 0.03
 },
 "choices": [
  {
   "id": "most_reliable",
   "also": [],
   "label": "Most reliable",
   "criterion": "the lowest invalid tool-call rate",
   "provider": "gmicloud/fp8",
   "recommendation": {
    "order": [
     "gmicloud/fp8",
     "siliconflow/fp8",
     "deepinfra/fp8"
    ],
    "ignore": []
   }
  },
  {
   "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": "deepinfra/fp8",
   "recommendation": {
    "order": [
     "deepinfra/fp8",
     "gmicloud/fp8",
     "siliconflow/fp8"
    ],
    "ignore": []
   }
  },
  {
   "id": "highest_throughput",
   "also": [],
   "label": "Highest throughput",
   "criterion": "the highest median tokens per second",
   "provider": "siliconflow/fp8",
   "recommendation": {
    "order": [
     "siliconflow/fp8",
     "gmicloud/fp8",
     "deepinfra/fp8"
    ],
    "ignore": []
   }
  }
 ],
 "providers": [
  {
   "id": "gmicloud/fp8",
   "name": "GMICloud",
   "rank": 1,
   "role": "recommended",
   "slugs": [
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   ],
   "variant": "fp8",
   "makers_api": false,
   "retains_prompts": true,
   "trains_on_prompts": false,
   "sample_size": 34759,
   "failures": 200,
   "invalid_tool_call_rate": 0.005754,
   "invalid_tool_call_rate_ci95": [
    0.005012,
    0.006606
   ],
   "tool_calls_per_day": 4966,
   "input_price_per_million": 0.44,
   "output_price_per_million": 1.32,
   "tokens_per_second": 86.0,
   "uptime": 0.9993,
   "quantizations": [
    "fp8"
   ],
   "endpoints": [
    {
     "tag": "gmicloud/fp8",
     "tier": false,
     "name": "GMICloud",
     "quantization": "fp8",
     "sample_size": 34759,
     "failures": 200,
     "invalid_tool_call_rate": 0.005754
    }
   ],
   "direct_api": {
    "model_id": "deepseek-ai/deepseek-v4-flash-vision-exp",
    "dedicated_endpoint": false,
    "context_tokens": 1048575,
    "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": "siliconflow/fp8",
   "name": "SiliconFlow",
   "rank": 2,
   "role": "recommended",
   "slugs": [
    "siliconflow/fp8"
   ],
   "variant": "fp8",
   "makers_api": false,
   "retains_prompts": false,
   "trains_on_prompts": false,
   "sample_size": 123530,
   "failures": 719,
   "invalid_tool_call_rate": 0.00582,
   "invalid_tool_call_rate_ci95": [
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    0.00626
   ],
   "tool_calls_per_day": 17647,
   "input_price_per_million": 0.44,
   "output_price_per_million": 1.32,
   "tokens_per_second": 141.0,
   "uptime": 0.9988,
   "quantizations": [
    "fp8"
   ],
   "endpoints": [
    {
     "tag": "siliconflow/fp8",
     "tier": false,
     "name": "SiliconFlow",
     "quantization": "fp8",
     "sample_size": 123530,
     "failures": 719,
     "invalid_tool_call_rate": 0.00582
    }
   ],
   "direct_api": {
    "model_id": "deepseek-ai/DeepSeek-V4-Flash-Vision-Exp",
    "dedicated_endpoint": false,
    "context_tokens": 1048576,
    "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/fp8",
   "name": "DeepInfra",
   "rank": 3,
   "role": "recommended",
   "slugs": [
    "deepinfra/fp8"
   ],
   "variant": "fp8",
   "makers_api": false,
   "retains_prompts": false,
   "trains_on_prompts": false,
   "sample_size": 577734,
   "failures": 11098,
   "invalid_tool_call_rate": 0.01921,
   "invalid_tool_call_rate_ci95": [
    0.018859,
    0.019567
   ],
   "tool_calls_per_day": 82533,
   "input_price_per_million": 0.2156,
   "output_price_per_million": 0.6468,
   "tokens_per_second": 69.0,
   "uptime": 1.0,
   "quantizations": [
    "fp8"
   ],
   "endpoints": [
    {
     "tag": "deepinfra/fp8",
     "tier": false,
     "name": "DeepInfra",
     "quantization": "fp8",
     "sample_size": 577734,
     "failures": 11098,
     "invalid_tool_call_rate": 0.01921
    }
   ],
   "direct_api": {
    "model_id": "deepseek-ai/DeepSeek-V4-Flash-Vision-Exp",
    "dedicated_endpoint": false,
    "context_tokens": 1048576,
    "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"
   }
  }
 ],
 "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": [
   {
    "id": "deepinfra/fp8",
    "name": "DeepInfra",
    "role": "ignored",
    "slugs": [
     "deepinfra/fp8"
    ],
    "variant": "fp8",
    "sample_size": 325799,
    "failures": 13181,
    "structured_output_error_rate": 0.040457,
    "structured_output_error_rate_ci95": [
     0.039786,
     0.041139
    ],
    "structured_outputs_per_day": 46543,
    "endpoints": [
     {
      "tag": "deepinfra/fp8",
      "tier": false,
      "sample_size": 325799,
      "failures": 13181,
      "structured_output_error_rate": 0.040457
     }
    ]
   }
  ]
 },
 "source": "dottxt Tool-call Index (https://dottxt.ai), from OpenRouter's published measurements"
}