{
 "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": "qwen/qwen3.8-2.4t-a95b",
  "permaslug": "qwen/qwen3.8-2.4t-a95b-20260812",
  "name": "Qwen3.8 2.4T A95B",
  "maker": "Qwen",
  "file": "models/qwen3.8-2.4t-a95b.json"
 },
 "metric": "invalid_tool_call_rate",
 "status": "ok",
 "status_reason": null,
 "confidence": "low",
 "recommendation": {
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   "siliconflow/fp8",
   "venice",
   "alibaba"
  ],
  "ignore": [
   "novita",
   "together"
  ]
 },
 "thresholds": {
  "min_tool_calls_per_day_to_recommend": 1000,
  "median_invalid_tool_call_rate": 0.013267,
  "ignore_at_or_above": 0.03
 },
 "choices": [
  {
   "id": "most_reliable",
   "also": [
    "lowest_cost",
    "highest_uptime"
   ],
   "label": "Most reliable, lowest cost, highest uptime",
   "criterion": "the lowest invalid tool-call rate; the lowest price, blended at 3 tokens in to 1 out; the highest uptime",
   "provider": "siliconflow/fp8",
   "recommendation": {
    "order": [
     "siliconflow/fp8",
     "venice",
     "alibaba"
    ],
    "ignore": [
     "novita",
     "together"
    ]
   }
  },
  {
   "id": "highest_throughput",
   "also": [],
   "label": "Highest throughput",
   "criterion": "the highest median tokens per second",
   "provider": "venice",
   "recommendation": {
    "order": [
     "venice",
     "siliconflow/fp8",
     "alibaba"
    ],
    "ignore": [
     "novita",
     "together"
    ]
   }
  }
 ],
 "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": 65913,
   "failures": 128,
   "invalid_tool_call_rate": 0.001942,
   "invalid_tool_call_rate_ci95": [
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    0.002308
   ],
   "tool_calls_per_day": 9416,
   "input_price_per_million": 2.0,
   "output_price_per_million": 6.0,
   "tokens_per_second": 35.0,
   "uptime": 1.0,
   "quantizations": [
    "fp8"
   ],
   "endpoints": [
    {
     "tag": "siliconflow/fp8",
     "tier": false,
     "name": "SiliconFlow",
     "quantization": "fp8",
     "sample_size": 65913,
     "failures": 128,
     "invalid_tool_call_rate": 0.001942
    }
   ],
   "direct_api": {
    "model_id": "Qwen/Qwen3.8-2.4T-A95B",
    "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": "venice",
   "name": "Venice",
   "rank": 2,
   "role": "recommended",
   "slugs": [
    "venice"
   ],
   "variant": null,
   "makers_api": false,
   "retains_prompts": false,
   "trains_on_prompts": false,
   "sample_size": 28991,
   "failures": 63,
   "invalid_tool_call_rate": 0.002173,
   "invalid_tool_call_rate_ci95": [
    0.001699,
    0.002779
   ],
   "tool_calls_per_day": 4142,
   "input_price_per_million": 2.0,
   "output_price_per_million": 6.0,
   "tokens_per_second": 124.0,
   "uptime": 0.9925,
   "quantizations": [],
   "endpoints": [
    {
     "tag": "venice",
     "tier": false,
     "name": "Venice",
     "quantization": null,
     "sample_size": 28991,
     "failures": 63,
     "invalid_tool_call_rate": 0.002173
    }
   ],
   "direct_api": {
    "model_id": "qwen-3-8-2-4t-a95b",
    "dedicated_endpoint": false,
    "context_tokens": 262144,
    "tool_choice": true,
    "docs": "https://docs.venice.ai/overview/about-venice",
    "website": "https://venice.ai",
    "status_page": null,
    "terms": "https://venice.ai/legal/tos",
    "privacy": "https://venice.ai/legal/privacy-policy",
    "openrouter": "https://openrouter.ai/provider/venice"
   }
  },
  {
   "id": "alibaba",
   "name": "Alibaba Cloud Int.",
   "rank": 3,
   "role": "recommended",
   "slugs": [
    "alibaba"
   ],
   "variant": null,
   "makers_api": true,
   "retains_prompts": true,
   "trains_on_prompts": false,
   "sample_size": 23367,
   "failures": 310,
   "invalid_tool_call_rate": 0.013267,
   "invalid_tool_call_rate_ci95": [
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    0.014816
   ],
   "tool_calls_per_day": 3338,
   "input_price_per_million": 2.0,
   "output_price_per_million": 6.0,
   "tokens_per_second": 34.0,
   "uptime": 1.0,
   "quantizations": [],
   "endpoints": [
    {
     "tag": "alibaba",
     "tier": false,
     "name": "Alibaba Cloud Int.",
     "quantization": null,
     "sample_size": 23367,
     "failures": 310,
     "invalid_tool_call_rate": 0.013267
    }
   ],
   "direct_api": {
    "model_id": "qwen3.8-2.4t-a95b",
    "dedicated_endpoint": false,
    "context_tokens": 1000000,
    "tool_choice": true,
    "docs": "https://www.alibabacloud.com/help/en/model-studio/compatibility-of-openai-with-dashscope",
    "website": "https://www.alibabacloud.com",
    "status_page": "https://status.alibabacloud.com/",
    "terms": "https://www.alibabacloud.com/help/en/legal/latest/alibaba-cloud-international-website-product-terms-of-service-v-3-8-0",
    "privacy": "https://www.alibabacloud.com/help/en/legal/latest/alibaba-cloud-international-website-privacy-policy",
    "openrouter": "https://openrouter.ai/provider/alibaba"
   }
  },
  {
   "id": "novita",
   "name": "NovitaAI",
   "rank": 4,
   "role": "ignored",
   "slugs": [
    "novita"
   ],
   "variant": null,
   "makers_api": false,
   "retains_prompts": false,
   "trains_on_prompts": false,
   "sample_size": 31181,
   "failures": 970,
   "invalid_tool_call_rate": 0.031109,
   "invalid_tool_call_rate_ci95": [
    0.029239,
    0.033094
   ],
   "tool_calls_per_day": 4454,
   "input_price_per_million": 2.0,
   "output_price_per_million": 6.0,
   "tokens_per_second": 34.0,
   "uptime": 0.9994,
   "quantizations": [],
   "endpoints": [
    {
     "tag": "novita",
     "tier": false,
     "name": "NovitaAI",
     "quantization": null,
     "sample_size": 31181,
     "failures": 970,
     "invalid_tool_call_rate": 0.031109
    }
   ],
   "direct_api": {
    "model_id": "qwen/qwen3.8-2.4t-a95b",
    "dedicated_endpoint": false,
    "context_tokens": 1000000,
    "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"
   }
  },
  {
   "id": "together",
   "name": "Together",
   "rank": 5,
   "role": "ignored",
   "slugs": [
    "together"
   ],
   "variant": null,
   "makers_api": false,
   "retains_prompts": false,
   "trains_on_prompts": false,
   "sample_size": 84698,
   "failures": 3552,
   "invalid_tool_call_rate": 0.041937,
   "invalid_tool_call_rate_ci95": [
    0.040608,
    0.043308
   ],
   "tool_calls_per_day": 12100,
   "input_price_per_million": 2.0,
   "output_price_per_million": 6.0,
   "tokens_per_second": 104.0,
   "uptime": 0.9985,
   "quantizations": [],
   "endpoints": [
    {
     "tag": "together",
     "tier": false,
     "name": "Together",
     "quantization": null,
     "sample_size": 84698,
     "failures": 3552,
     "invalid_tool_call_rate": 0.041937
    }
   ],
   "direct_api": {
    "model_id": "Qwen/Qwen3.8-2.4T-A95B",
    "dedicated_endpoint": false,
    "context_tokens": 1010000,
    "tool_choice": true,
    "docs": "https://docs.together.ai/docs/inference/function-calling/overview",
    "website": "https://www.together.ai",
    "status_page": "https://status.together.ai/",
    "terms": "https://www.together.ai/terms-of-service",
    "privacy": "https://www.together.ai/privacy",
    "openrouter": "https://openrouter.ai/provider/together"
   }
  }
 ],
 "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": "ok",
  "status_reason": null,
  "confidence": "high",
  "recommendation": {
   "order": [
    "together"
   ],
   "ignore": [
    "siliconflow/fp8",
    "alibaba",
    "novita"
   ]
  },
  "thresholds": {
   "min_structured_outputs_per_day_to_recommend": 1000,
   "median_structured_output_error_rate": 0.114483,
   "ignore_at_or_above": 0.03
  },
  "providers": [
   {
    "id": "together",
    "name": "Together",
    "rank": 1,
    "role": "recommended",
    "slugs": [
     "together"
    ],
    "variant": null,
    "sample_size": 36954,
    "failures": 139,
    "structured_output_error_rate": 0.003761,
    "structured_output_error_rate_ci95": [
     0.003187,
     0.004439
    ],
    "structured_outputs_per_day": 5279,
    "endpoints": [
     {
      "tag": "together",
      "tier": false,
      "sample_size": 36954,
      "failures": 139,
      "structured_output_error_rate": 0.003761
     }
    ]
   },
   {
    "id": "siliconflow/fp8",
    "name": "SiliconFlow",
    "rank": 2,
    "role": "ignored",
    "slugs": [
     "siliconflow/fp8"
    ],
    "variant": "fp8",
    "sample_size": 7512,
    "failures": 860,
    "structured_output_error_rate": 0.114483,
    "structured_output_error_rate_ci95": [
     0.107479,
     0.121882
    ],
    "structured_outputs_per_day": 1073,
    "endpoints": [
     {
      "tag": "siliconflow/fp8",
      "tier": false,
      "sample_size": 7512,
      "failures": 860,
      "structured_output_error_rate": 0.114483
     }
    ]
   },
   {
    "id": "novita",
    "name": "NovitaAI",
    "rank": 3,
    "role": "ignored",
    "slugs": [
     "novita"
    ],
    "variant": null,
    "sample_size": 35549,
    "failures": 25150,
    "structured_output_error_rate": 0.707474,
    "structured_output_error_rate_ci95": [
     0.702723,
     0.712181
    ],
    "structured_outputs_per_day": 5078,
    "endpoints": [
     {
      "tag": "novita",
      "tier": false,
      "sample_size": 35549,
      "failures": 25150,
      "structured_output_error_rate": 0.707474
     }
    ]
   }
  ],
  "others": [
   {
    "id": "alibaba",
    "name": "Alibaba Cloud Int.",
    "role": "ignored",
    "slugs": [
     "alibaba"
    ],
    "variant": null,
    "sample_size": 3218,
    "failures": 632,
    "structured_output_error_rate": 0.196395,
    "structured_output_error_rate_ci95": [
     0.183035,
     0.21048
    ],
    "structured_outputs_per_day": 460,
    "endpoints": [
     {
      "tag": "alibaba",
      "tier": false,
      "sample_size": 3218,
      "failures": 632,
      "structured_output_error_rate": 0.196395
     }
    ]
   }
  ]
 },
 "source": "dottxt Tool-call Index (https://dottxt.ai), from OpenRouter's published measurements"
}