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Updated October 31, 2026 · How we measure

Structured-output index

The same model breaks your pipeline's structured outputs 15× more often on some inference providers than on others. Find the best one for your pipelines.

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Qwen · 3 providers · 695k structured outputs a day
#ProviderStructured outputs
a day
$ in / out
per M
Tokens/sUptime
1Venicefp8#0.86%78k$0.15 / $0.752398.4%
2Parasailfp8#0.98%271k$0.14 / $0.8034100.0%
3DeepInfrafp8#1.00%346k$0.09 / $0.552395.9%
Recommended OpenRouter settings for Qwen3 235B A22B Instruct 2507
{
  "provider": {
    "order": [
      "venice/fp8",
      "parasail/fp8",
      "deepinfra/fp8"
    ],
    "ignore": []
  }
}

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And which provider to use.

For model makers

Broken structured outputs carry your model's name

Your users don't see the provider. They see your model failing.

Worst provider1.00%

of Qwen3 235B A22B Instruct 2507's structured outputs fail on DeepInfra (fp8).

Best to worst1×

as often on DeepInfra (fp8) as on Venice (fp8), its best provider.

Every day7k

broken structured outputs a day across its 3 providers.

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