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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 · 266k structured outputs a day
#ModelBroken
structured outputs
RankBest for
this model
Structured outputs
a day
1DeepSeek V4 Pro 08130.53%3 of 13Cloudflare 0.39%20k
2DeepSeek V4.1 Flash 10170.92%9 of 33Reka AI 0.40%228k
3Qwen3.8 27Bfp83.19%12 of 16NEAR AI (fp8) 0.25%18k
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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 model3.19%

of Qwen3.8 27B's structured outputs fail on Ionstream (fp8).

Best model0.53%

on DeepSeek V4 Pro 0813, its best model.

Ignored on1 of 3

models, where the settings tell OpenRouter to skip Ionstream.

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

Fix Ionstream's structured outputs↵