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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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10 models · 855k structured outputs a day
#ModelBroken
structured outputs
RankBest for
this model
Structured outputs
a day
1Gemma 4 31Bbf160.98%7 of 13ModelRun [by Modular] (fp4) 0.21%29k
2gpt-oss-120bbf161.13%5 of 18MARA 0.76%377k
3DeepSeek V4.1 Flash 1017fp81.63%23 of 33Reka AI 0.40%22k
4Nemotron 3.5 Super VLbf161.68%3 of 6Venice (fp4) 1.45%46k
5DeepSeek V4 Flash 0423fp81.96%7 of 13Alibaba Cloud Int. (fp8) 0.66%128k
6DeepSeek V4.1 Flashfp82.44%20 of 28DeepInfra (fp8/flex) 0.35%82k
7GLM 5.3 Flashfp42.49%26 of 29Parasail (fp4) 0.28%126k
8Kimi K2.6bf164.14%11 of 13Parasail (int4) 1.53%16k
9DeepSeek V4 Pro 0423fp84.67%6 of 8DeepInfra (fp8) 0.36%11k
10GLM 5.3fp44.97%20 of 28Together 0.25%18k
New models

Get updates when a new model drops

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 model4.97%

of GLM 5.3's structured outputs fail on Crusoe (fp4).

Best model0.98%

on Gemma 4 31B, its best model.

Ignored on3 of 10

models, where the settings tell OpenRouter to skip Crusoe.

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

Fix Crusoe's structured outputs↵