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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 · 8 providers · 2.1M structured outputs a day
#ProviderStructured outputs
a day
$ in / out
per M
Tokens/sUptime
1Parasailfp8#0.09%1.4M$0.10 / $0.9095100.0%
2AkashMLfp8#0.18%476k$0.10 / $0.9061100.0%
3DeepInfrafp8#0.72%87k$0.10 / $0.951198.8%
4DekaLLM#0.81%51k$0.10 / $1.007498.4%
5SiliconFlowfp8#0.82%1.5k$0.24 / $1.803597.0%
6CoreWeavefp8#1.46%48k$0.10 / $0.9584100.0%
7Phala#2.90%13k$0.20 / $1.275399.4%
8Darkbloomfp4#4.18%42k$0.05 / $0.706399.6%
Recommended OpenRouter settings for Qwen3.6 35B A3B
{
  "provider": {
    "order": [
      "parasail/fp8",
      "akashml/fp8",
      "deepinfra/fp8"
    ],
    "ignore": [
      "darkbloom/fp4"
    ]
  }
}

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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 provider4.18%

of Qwen3.6 35B A3B's structured outputs fail on Darkbloom (fp4).

Best to worst42×

as often on Darkbloom (fp4) as on Parasail (fp8), its best provider.

Every day6k

broken structured outputs a day across its 8 providers.

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