{
 "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/qwen3.6-35b-a3b",
  "permaslug": "qwen/qwen3.6-35b-a3b-20260415",
  "name": "Qwen3.6 35B A3B",
  "maker": "Qwen",
  "file": "models/qwen3.6-35b-a3b.json"
 },
 "metric": "invalid_tool_call_rate",
 "status": "ok",
 "status_reason": null,
 "confidence": "high",
 "recommendation": {
  "order": [
   "akashml/fp8",
   "parasail/fp8",
   "deepinfra/fp8"
  ],
  "ignore": [
   "dekallm",
   "phala"
  ]
 },
 "thresholds": {
  "min_tool_calls_per_day_to_recommend": 1000,
  "median_invalid_tool_call_rate": 0.024562,
  "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": "akashml/fp8",
   "recommendation": {
    "order": [
     "akashml/fp8",
     "parasail/fp8",
     "deepinfra/fp8"
    ],
    "ignore": [
     "dekallm",
     "phala"
    ]
   }
  },
  {
   "id": "highest_throughput",
   "also": [],
   "label": "Highest throughput",
   "criterion": "the highest median tokens per second",
   "provider": "atlas-cloud/fp8",
   "recommendation": {
    "order": [
     "atlas-cloud/fp8",
     "akashml/fp8",
     "parasail/fp8"
    ],
    "ignore": [
     "dekallm",
     "phala"
    ]
   }
  }
 ],
 "providers": [
  {
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   "name": "AkashML",
   "rank": 1,
   "role": "recommended",
   "slugs": [
    "akashml/fp8"
   ],
   "variant": "fp8",
   "makers_api": false,
   "retains_prompts": false,
   "trains_on_prompts": false,
   "sample_size": 462668,
   "failures": 7538,
   "invalid_tool_call_rate": 0.016292,
   "invalid_tool_call_rate_ci95": [
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    0.016661
   ],
   "tool_calls_per_day": 66095,
   "input_price_per_million": 0.1,
   "output_price_per_million": 0.9,
   "tokens_per_second": 63.0,
   "uptime": 0.9997,
   "quantizations": [
    "fp8"
   ],
   "endpoints": [
    {
     "tag": "akashml/fp8",
     "tier": false,
     "name": "AkashML",
     "quantization": "fp8",
     "sample_size": 462668,
     "failures": 7538,
     "invalid_tool_call_rate": 0.016292
    }
   ],
   "direct_api": {
    "model_id": "Qwen/Qwen3.6-35B-A3B",
    "dedicated_endpoint": true,
    "context_tokens": 262144,
    "tool_choice": true,
    "docs": "https://akashml.com/docs/getting-started",
    "website": "https://akashml.com",
    "status_page": null,
    "terms": "https://akashml.com/terms",
    "privacy": "https://akashml.com/privacy",
    "openrouter": "https://openrouter.ai/provider/akashml"
   }
  },
  {
   "id": "parasail/fp8",
   "name": "Parasail",
   "rank": 2,
   "role": "recommended",
   "slugs": [
    "parasail/fp8"
   ],
   "variant": "fp8",
   "makers_api": false,
   "retains_prompts": false,
   "trains_on_prompts": false,
   "sample_size": 674796,
   "failures": 11789,
   "invalid_tool_call_rate": 0.01747,
   "invalid_tool_call_rate_ci95": [
    0.017161,
    0.017786
   ],
   "tool_calls_per_day": 96399,
   "input_price_per_million": 0.1,
   "output_price_per_million": 0.9,
   "tokens_per_second": 98.0,
   "uptime": 0.9995,
   "quantizations": [
    "fp8"
   ],
   "endpoints": [
    {
     "tag": "parasail/fp8",
     "tier": false,
     "name": "Parasail",
     "quantization": "fp8",
     "sample_size": 674796,
     "failures": 11789,
     "invalid_tool_call_rate": 0.01747
    }
   ],
   "direct_api": {
    "model_id": "parasail-qwen3p6-35b-a3b",
    "dedicated_endpoint": false,
    "context_tokens": 262144,
    "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": 3,
   "role": "recommended",
   "slugs": [
    "deepinfra/fp8"
   ],
   "variant": "fp8",
   "makers_api": false,
   "retains_prompts": false,
   "trains_on_prompts": false,
   "sample_size": 170347,
   "failures": 3427,
   "invalid_tool_call_rate": 0.020118,
   "invalid_tool_call_rate_ci95": [
    0.019462,
    0.020795
   ],
   "tool_calls_per_day": 24335,
   "input_price_per_million": 0.1,
   "output_price_per_million": 0.95,
   "tokens_per_second": 28.0,
   "uptime": 0.9896,
   "quantizations": [
    "fp8"
   ],
   "endpoints": [
    {
     "tag": "deepinfra/fp8",
     "tier": false,
     "name": "DeepInfra",
     "quantization": "fp8",
     "sample_size": 170347,
     "failures": 3427,
     "invalid_tool_call_rate": 0.020118
    }
   ],
   "direct_api": {
    "model_id": "Qwen/Qwen3.6-35B-A3B",
    "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": "atlas-cloud/fp8",
   "name": "AtlasCloud",
   "rank": 4,
   "role": "neutral",
   "slugs": [
    "atlas-cloud/fp8"
   ],
   "variant": "fp8",
   "makers_api": false,
   "retains_prompts": true,
   "trains_on_prompts": false,
   "sample_size": 65425,
   "failures": 1607,
   "invalid_tool_call_rate": 0.024562,
   "invalid_tool_call_rate_ci95": [
    0.023404,
    0.025777
   ],
   "tool_calls_per_day": 9346,
   "input_price_per_million": 0.25,
   "output_price_per_million": 1.25,
   "tokens_per_second": 118.0,
   "uptime": 0.8153,
   "quantizations": [
    "fp8"
   ],
   "endpoints": [
    {
     "tag": "atlas-cloud/fp8",
     "tier": false,
     "name": "AtlasCloud",
     "quantization": "fp8",
     "sample_size": 65425,
     "failures": 1607,
     "invalid_tool_call_rate": 0.024562
    }
   ],
   "direct_api": {
    "model_id": "qwen/qwen3.6-35b-a3b",
    "dedicated_endpoint": false,
    "context_tokens": 262144,
    "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": "dekallm",
   "name": "DekaLLM",
   "rank": 5,
   "role": "ignored",
   "slugs": [
    "dekallm"
   ],
   "variant": null,
   "makers_api": false,
   "retains_prompts": false,
   "trains_on_prompts": false,
   "sample_size": 83953,
   "failures": 2820,
   "invalid_tool_call_rate": 0.03359,
   "invalid_tool_call_rate_ci95": [
    0.032393,
    0.034831
   ],
   "tool_calls_per_day": 11993,
   "input_price_per_million": 0.1,
   "output_price_per_million": 1.0,
   "tokens_per_second": 129.0,
   "uptime": 0.9824,
   "quantizations": [],
   "endpoints": [
    {
     "tag": "dekallm",
     "tier": false,
     "name": "DekaLLM",
     "quantization": null,
     "sample_size": 83953,
     "failures": 2820,
     "invalid_tool_call_rate": 0.03359
    }
   ],
   "direct_api": {
    "model_id": "qwen/qwen3.6-35b-a3b",
    "dedicated_endpoint": true,
    "context_tokens": 262144,
    "tool_choice": true,
    "docs": null,
    "website": "https://www.cloudeka.id",
    "status_page": null,
    "terms": "https://docs.cloudeka.ai/service-portal-ai/end-user-license-agreement",
    "privacy": "https://www.cloudeka.id/id/privacy-policy/",
    "openrouter": "https://openrouter.ai/provider/dekallm"
   }
  },
  {
   "id": "phala",
   "name": "Phala",
   "rank": 6,
   "role": "ignored",
   "slugs": [
    "phala"
   ],
   "variant": null,
   "makers_api": false,
   "retains_prompts": false,
   "trains_on_prompts": false,
   "sample_size": 55783,
   "failures": 3210,
   "invalid_tool_call_rate": 0.057544,
   "invalid_tool_call_rate_ci95": [
    0.055642,
    0.059508
   ],
   "tool_calls_per_day": 7969,
   "input_price_per_million": 0.2,
   "output_price_per_million": 1.27,
   "tokens_per_second": 117.0,
   "uptime": 0.9906,
   "quantizations": [],
   "endpoints": [
    {
     "tag": "phala",
     "tier": false,
     "name": "Phala",
     "quantization": null,
     "sample_size": 55783,
     "failures": 3210,
     "invalid_tool_call_rate": 0.057544
    }
   ],
   "direct_api": {
    "model_id": "phala/qwen3.6-35b-a3b",
    "dedicated_endpoint": true,
    "context_tokens": 262144,
    "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"
   }
  }
 ],
 "others": [
  {
   "id": "darkbloom/fp4",
   "name": "Darkbloom",
   "role": "neutral",
   "slugs": [
    "darkbloom/fp4"
   ],
   "variant": "fp4",
   "makers_api": false,
   "retains_prompts": true,
   "trains_on_prompts": false,
   "sample_size": 6683,
   "failures": 3,
   "invalid_tool_call_rate": 0.000449,
   "invalid_tool_call_rate_ci95": [
    0.000153,
    0.001319
   ],
   "tool_calls_per_day": 955,
   "input_price_per_million": 0.05,
   "output_price_per_million": 0.7,
   "tokens_per_second": 40.0,
   "uptime": 0.9982,
   "quantizations": [
    "fp4"
   ],
   "endpoints": [
    {
     "tag": "darkbloom/fp4",
     "tier": false,
     "name": "Darkbloom",
     "quantization": "fp4",
     "sample_size": 6683,
     "failures": 3,
     "invalid_tool_call_rate": 0.000449
    }
   ],
   "direct_api": {
    "model_id": "qwen3.6-35b-a3b-vl-mtp-mxfp8",
    "dedicated_endpoint": false,
    "context_tokens": 262144,
    "tool_choice": true,
    "docs": "https://docs.darkbloom.dev/introduction",
    "website": "https://www.darkbloom.dev",
    "status_page": null,
    "terms": "https://www.darkbloom.dev/terms.html",
    "privacy": "https://www.darkbloom.dev/privacy.html",
    "openrouter": "https://openrouter.ai/provider/darkbloom"
   }
  },
  {
   "id": "venice/fp8",
   "name": "Venice",
   "role": "neutral",
   "slugs": [
    "venice/fp8"
   ],
   "variant": "fp8",
   "makers_api": false,
   "retains_prompts": false,
   "trains_on_prompts": false,
   "sample_size": 4411,
   "failures": 57,
   "invalid_tool_call_rate": 0.012922,
   "invalid_tool_call_rate_ci95": [
    0.009988,
    0.016704
   ],
   "tool_calls_per_day": 630,
   "input_price_per_million": 0.1,
   "output_price_per_million": 1.0,
   "tokens_per_second": 24.0,
   "uptime": 0.9955,
   "quantizations": [
    "fp8"
   ],
   "endpoints": [
    {
     "tag": "venice/fp8",
     "tier": false,
     "name": "Venice",
     "quantization": "fp8",
     "sample_size": 4411,
     "failures": 57,
     "invalid_tool_call_rate": 0.012922
    }
   ],
   "direct_api": {
    "model_id": "qwen3-6-35b-a3b",
    "dedicated_endpoint": false,
    "context_tokens": 256000,
    "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"
   }
  }
 ],
 "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": [
    "parasail/fp8",
    "akashml/fp8",
    "siliconflow/fp8"
   ],
   "ignore": [
    "darkbloom/fp4"
   ]
  },
  "thresholds": {
   "min_structured_outputs_per_day_to_recommend": 1000,
   "median_structured_output_error_rate": 0.009351,
   "ignore_at_or_above": 0.03
  },
  "providers": [
   {
    "id": "parasail/fp8",
    "name": "Parasail",
    "rank": 1,
    "role": "recommended",
    "slugs": [
     "parasail/fp8"
    ],
    "variant": "fp8",
    "sample_size": 8339711,
    "failures": 12692,
    "structured_output_error_rate": 0.001522,
    "structured_output_error_rate_ci95": [
     0.001496,
     0.001549
    ],
    "structured_outputs_per_day": 1191387,
    "endpoints": [
     {
      "tag": "parasail/fp8",
      "tier": false,
      "sample_size": 8339711,
      "failures": 12692,
      "structured_output_error_rate": 0.001522
     }
    ]
   },
   {
    "id": "akashml/fp8",
    "name": "AkashML",
    "rank": 2,
    "role": "recommended",
    "slugs": [
     "akashml/fp8"
    ],
    "variant": "fp8",
    "sample_size": 4124943,
    "failures": 6632,
    "structured_output_error_rate": 0.001608,
    "structured_output_error_rate_ci95": [
     0.00157,
     0.001647
    ],
    "structured_outputs_per_day": 589278,
    "endpoints": [
     {
      "tag": "akashml/fp8",
      "tier": false,
      "sample_size": 4124943,
      "failures": 6632,
      "structured_output_error_rate": 0.001608
     }
    ]
   },
   {
    "id": "siliconflow/fp8",
    "name": "SiliconFlow",
    "rank": 3,
    "role": "recommended",
    "slugs": [
     "siliconflow/fp8"
    ],
    "variant": "fp8",
    "sample_size": 18356,
    "failures": 150,
    "structured_output_error_rate": 0.008172,
    "structured_output_error_rate_ci95": [
     0.006968,
     0.009581
    ],
    "structured_outputs_per_day": 2622,
    "endpoints": [
     {
      "tag": "siliconflow/fp8",
      "tier": false,
      "sample_size": 18356,
      "failures": 150,
      "structured_output_error_rate": 0.008172
     }
    ]
   },
   {
    "id": "dekallm",
    "name": "DekaLLM",
    "rank": 4,
    "role": "neutral",
    "slugs": [
     "dekallm"
    ],
    "variant": null,
    "sample_size": 273676,
    "failures": 2550,
    "structured_output_error_rate": 0.009318,
    "structured_output_error_rate_ci95": [
     0.008964,
     0.009685
    ],
    "structured_outputs_per_day": 39097,
    "endpoints": [
     {
      "tag": "dekallm",
      "tier": false,
      "sample_size": 273676,
      "failures": 2550,
      "structured_output_error_rate": 0.009318
     }
    ]
   },
   {
    "id": "deepinfra/fp8",
    "name": "DeepInfra",
    "rank": 5,
    "role": "neutral",
    "slugs": [
     "deepinfra/fp8"
    ],
    "variant": "fp8",
    "sample_size": 761070,
    "failures": 7117,
    "structured_output_error_rate": 0.009351,
    "structured_output_error_rate_ci95": [
     0.009138,
     0.00957
    ],
    "structured_outputs_per_day": 108724,
    "endpoints": [
     {
      "tag": "deepinfra/fp8",
      "tier": false,
      "sample_size": 761070,
      "failures": 7117,
      "structured_output_error_rate": 0.009351
     }
    ]
   },
   {
    "id": "coreweave/fp8",
    "name": "CoreWeave",
    "rank": 6,
    "role": "neutral",
    "slugs": [
     "coreweave/fp8"
    ],
    "variant": "fp8",
    "sample_size": 374700,
    "failures": 4061,
    "structured_output_error_rate": 0.010838,
    "structured_output_error_rate_ci95": [
     0.010511,
     0.011175
    ],
    "structured_outputs_per_day": 53529,
    "endpoints": [
     {
      "tag": "coreweave/fp8",
      "tier": false,
      "sample_size": 374700,
      "failures": 4061,
      "structured_output_error_rate": 0.010838
     }
    ]
   },
   {
    "id": "phala",
    "name": "Phala",
    "rank": 7,
    "role": "neutral",
    "slugs": [
     "phala"
    ],
    "variant": null,
    "sample_size": 102902,
    "failures": 2647,
    "structured_output_error_rate": 0.025724,
    "structured_output_error_rate_ci95": [
     0.024774,
     0.026709
    ],
    "structured_outputs_per_day": 14700,
    "endpoints": [
     {
      "tag": "phala",
      "tier": false,
      "sample_size": 102902,
      "failures": 2647,
      "structured_output_error_rate": 0.025724
     }
    ]
   },
   {
    "id": "darkbloom/fp4",
    "name": "Darkbloom",
    "rank": 8,
    "role": "ignored",
    "slugs": [
     "darkbloom/fp4"
    ],
    "variant": "fp4",
    "sample_size": 358018,
    "failures": 14937,
    "structured_output_error_rate": 0.041721,
    "structured_output_error_rate_ci95": [
     0.041071,
     0.042381
    ],
    "structured_outputs_per_day": 51145,
    "endpoints": [
     {
      "tag": "darkbloom/fp4",
      "tier": false,
      "sample_size": 358018,
      "failures": 14937,
      "structured_output_error_rate": 0.041721
     }
    ]
   }
  ],
  "others": []
 },
 "source": "dottxt Tool-call Index (https://dottxt.ai), from OpenRouter's published measurements"
}