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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 · 4.2M structured outputs a day
#ModelBroken
structured outputs
RankBest for
this model
Structured outputs
a day
1GLM 5.3 Flashfp40.30%2 of 29Parasail (fp4) 0.28%401k
2Gemma 3 27Bfp80.74%1 of 4—297k
3Gemma 4 26B A4Bbf160.94%8 of 11Prime Intellect (bf16) 0.23%3.5M
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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 model0.94%

of Gemma 4 26B A4B's structured outputs fail on NextBit (bf16).

Best model0.30%

on GLM 5.3 Flash, its best model.

Best on1 of 3

models, where NextBit is the most reliable provider.

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

Fix NextBit's structured outputs↵