{
 "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/qwen3-235b-a22b-2507",
  "permaslug": "qwen/qwen3-235b-a22b-07-25",
  "name": "Qwen3 235B A22B Instruct 2507",
  "maker": "Qwen",
  "file": "models/qwen3-235b-a22b-2507.json"
 },
 "metric": "invalid_tool_call_rate",
 "status": "ok",
 "status_reason": null,
 "confidence": "high",
 "recommendation": {
  "order": [
   "parasail/fp8",
   "deepinfra/fp8",
   "venice/fp8"
  ],
  "ignore": []
 },
 "thresholds": {
  "min_tool_calls_per_day_to_recommend": 1000,
  "median_invalid_tool_call_rate": 0.010884,
  "ignore_at_or_above": 0.03
 },
 "choices": [
  {
   "id": "most_reliable",
   "also": [
    "highest_throughput",
    "highest_uptime"
   ],
   "label": "Most reliable, highest throughput, highest uptime",
   "criterion": "the lowest invalid tool-call rate; the highest median tokens per second; the highest uptime",
   "provider": "parasail/fp8",
   "recommendation": {
    "order": [
     "parasail/fp8",
     "deepinfra/fp8",
     "venice/fp8"
    ],
    "ignore": []
   }
  },
  {
   "id": "lowest_cost",
   "also": [],
   "label": "Lowest cost",
   "criterion": "the lowest price, blended at 3 tokens in to 1 out",
   "provider": "deepinfra/fp8",
   "recommendation": {
    "order": [
     "deepinfra/fp8",
     "parasail/fp8",
     "venice/fp8"
    ],
    "ignore": []
   }
  }
 ],
 "providers": [
  {
   "id": "parasail/fp8",
   "name": "Parasail",
   "rank": 1,
   "role": "recommended",
   "slugs": [
    "parasail/fp8"
   ],
   "variant": "fp8",
   "makers_api": false,
   "retains_prompts": false,
   "trains_on_prompts": false,
   "sample_size": 536713,
   "failures": 4207,
   "invalid_tool_call_rate": 0.007838,
   "invalid_tool_call_rate_ci95": [
    0.007606,
    0.008078
   ],
   "tool_calls_per_day": 76673,
   "input_price_per_million": 0.14,
   "output_price_per_million": 0.8,
   "tokens_per_second": 40.0,
   "uptime": 1.0,
   "quantizations": [
    "fp8"
   ],
   "endpoints": [
    {
     "tag": "parasail/fp8",
     "tier": false,
     "name": "Parasail",
     "quantization": "fp8",
     "sample_size": 536713,
     "failures": 4207,
     "invalid_tool_call_rate": 0.007838
    }
   ],
   "direct_api": {
    "model_id": "parasail-qwen3-235b-a22b-instruct-2507",
    "dedicated_endpoint": false,
    "context_tokens": 131072,
    "tool_choice": true,
    "docs": "https://docs.parasail.io/parasail-docs",
    "website": "https://www.parasail.io",
    "status_page": null,
    "terms": "https://parasail.io/legal/terms-of-service",
    "privacy": "https://www.parasail.io/legal/privacy-policy",
    "openrouter": "https://openrouter.ai/provider/parasail"
   }
  },
  {
   "id": "deepinfra/fp8",
   "name": "DeepInfra",
   "rank": 2,
   "role": "recommended",
   "slugs": [
    "deepinfra/fp8"
   ],
   "variant": "fp8",
   "makers_api": false,
   "retains_prompts": false,
   "trains_on_prompts": false,
   "sample_size": 534265,
   "failures": 5815,
   "invalid_tool_call_rate": 0.010884,
   "invalid_tool_call_rate_ci95": [
    0.010609,
    0.011166
   ],
   "tool_calls_per_day": 76324,
   "input_price_per_million": 0.09,
   "output_price_per_million": 0.55,
   "tokens_per_second": 7.0,
   "uptime": 0.952,
   "quantizations": [
    "fp8"
   ],
   "endpoints": [
    {
     "tag": "deepinfra/fp8",
     "tier": false,
     "name": "DeepInfra",
     "quantization": "fp8",
     "sample_size": 534265,
     "failures": 5815,
     "invalid_tool_call_rate": 0.010884
    }
   ],
   "direct_api": {
    "model_id": "Qwen/Qwen3-235B-A22B-Instruct-2507",
    "dedicated_endpoint": false,
    "context_tokens": 262144,
    "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": "venice/fp8",
   "name": "Venice",
   "rank": 3,
   "role": "recommended",
   "slugs": [
    "venice/fp8"
   ],
   "variant": "fp8",
   "makers_api": false,
   "retains_prompts": false,
   "trains_on_prompts": false,
   "sample_size": 47752,
   "failures": 1054,
   "invalid_tool_call_rate": 0.022072,
   "invalid_tool_call_rate_ci95": [
    0.020793,
    0.023429
   ],
   "tool_calls_per_day": 6822,
   "input_price_per_million": 0.15,
   "output_price_per_million": 0.75,
   "tokens_per_second": 34.0,
   "uptime": 0.9706,
   "quantizations": [
    "fp8"
   ],
   "endpoints": [
    {
     "tag": "venice/fp8",
     "tier": false,
     "name": "Venice",
     "quantization": "fp8",
     "sample_size": 47752,
     "failures": 1054,
     "invalid_tool_call_rate": 0.022072
    }
   ],
   "direct_api": {
    "model_id": "qwen3-235b-a22b-instruct-2507",
    "dedicated_endpoint": false,
    "context_tokens": 128000,
    "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"
   }
  }
 ],
 "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": [
    "deepinfra/fp8",
    "parasail/fp8",
    "venice/fp8"
   ],
   "ignore": []
  },
  "thresholds": {
   "min_structured_outputs_per_day_to_recommend": 1000,
   "median_structured_output_error_rate": 0.013404,
   "ignore_at_or_above": 0.03
  },
  "providers": [
   {
    "id": "deepinfra/fp8",
    "name": "DeepInfra",
    "rank": 1,
    "role": "recommended",
    "slugs": [
     "deepinfra/fp8"
    ],
    "variant": "fp8",
    "sample_size": 2299766,
    "failures": 30635,
    "structured_output_error_rate": 0.013321,
    "structured_output_error_rate_ci95": [
     0.013174,
     0.01347
    ],
    "structured_outputs_per_day": 328538,
    "endpoints": [
     {
      "tag": "deepinfra/fp8",
      "tier": false,
      "sample_size": 2299766,
      "failures": 30635,
      "structured_output_error_rate": 0.013321
     }
    ]
   },
   {
    "id": "parasail/fp8",
    "name": "Parasail",
    "rank": 2,
    "role": "recommended",
    "slugs": [
     "parasail/fp8"
    ],
    "variant": "fp8",
    "sample_size": 1738274,
    "failures": 23300,
    "structured_output_error_rate": 0.013404,
    "structured_output_error_rate_ci95": [
     0.013234,
     0.013576
    ],
    "structured_outputs_per_day": 248325,
    "endpoints": [
     {
      "tag": "parasail/fp8",
      "tier": false,
      "sample_size": 1738274,
      "failures": 23300,
      "structured_output_error_rate": 0.013404
     }
    ]
   },
   {
    "id": "venice/fp8",
    "name": "Venice",
    "rank": 3,
    "role": "recommended",
    "slugs": [
     "venice/fp8"
    ],
    "variant": "fp8",
    "sample_size": 470837,
    "failures": 6355,
    "structured_output_error_rate": 0.013497,
    "structured_output_error_rate_ci95": [
     0.013172,
     0.013831
    ],
    "structured_outputs_per_day": 67262,
    "endpoints": [
     {
      "tag": "venice/fp8",
      "tier": false,
      "sample_size": 470837,
      "failures": 6355,
      "structured_output_error_rate": 0.013497
     }
    ]
   }
  ],
  "others": []
 },
 "source": "dottxt Tool-call Index (https://dottxt.ai), from OpenRouter's published measurements"
}