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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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Google · 11 providers · 9.3M structured outputs a day
#ProviderStructured outputs
a day
$ in / out
per M
Tokens/sUptime
1Prime Intellectbf16#0.23%334k$0.02 / $0.0559100.0%
2AkashMLfp4#0.30%473k$0.07 / $0.249099.5%
3DeepInfrafp8#0.40%375k$0.07 / $0.346699.9%
4CoreWeavebf16#0.41%275k$0.10 / $0.3066100.0%
5Makora#0.46%1.1M$0.07 / $0.24158100.0%
6Parasailbf16#0.55%540k$0.13 / $0.4062100.0%
7Venicebf16#0.84%132k$0.13 / $0.4073100.0%
8NextBitbf16#0.94%3.5M$0.07 / $0.2373100.0%
9SiliconFlowfp8#2.05%74k$0.14 / $0.404894.1%
10Darkbloom#3.06%2.2M$0.02 / $0.104799.1%
11Google Vertex#7.49%323k$0.15 / $0.60—95.0%
Recommended OpenRouter settings for Gemma 4 26B A4B
{
  "provider": {
    "order": [
      "primeintellect/bf16",
      "akashml/fp4",
      "deepinfra/fp8"
    ],
    "ignore": [
      "darkbloom",
      "google-vertex/global"
    ]
  }
}

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For model makers

Broken structured outputs carry your model's name

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

Worst provider7.49%

of Gemma 4 26B A4B's structured outputs fail on Google Vertex.

Best to worst32×

as often on Google Vertex as on Prime Intellect (bf16), its best provider.

Every day141k

broken structured outputs a day across its 11 providers.

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