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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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3 models · 362k structured outputs a day
#ModelBroken
structured outputs
RankBest for
this model
Structured outputs
a day
1DeepSeek V4.1 Flash4.45%27 of 28DeepInfra (fp8/flex) 0.35%33k
2Gemma 4 26B A4B7.49%11 of 11Prime Intellect (bf16) 0.23%323k
3gpt-oss-120b10.21%18 of 18MARA 0.76%6.9k
New models

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And which provider to use.

For inference providers

Structured outputs don't have to break

The same provider can handle structured outputs well on one model and struggle on the next. Implementations diverge on strings, optionals, composition and conditionals (the April announcement): the schema one provider enforces, another ignores.

Worst model10.21%

of gpt-oss-120b's structured outputs fail on Google Vertex.

Best model4.45%

on DeepSeek V4.1 Flash, its best model.

Ignored on3 of 3

models, where the settings tell OpenRouter to skip Google Vertex.

dotjson plugs into your inference stack, so every model you serve gets perfect structured outputs from day 0.

Fix Google Vertex's structured outputs↵