.TXT Build pipelines?→Serve models?↓Release models?→
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.

Give this to your agent ↓
← All providers
5 models · 10.0M structured outputs a day
#ModelBroken
structured outputs
RankBest for
this model
Structured outputs
a day
1GLM 5.3 Flashfp80.50%5 of 29Parasail (fp4) 0.28%9.6M
2GLM 5.3fp40.59%2 of 28Together 0.25%11k
3gpt-oss-120bfp41.25%8 of 18MARA 0.76%92k
4GLM 5.2fp8/fast1.45%7 of 22Venice (fp8) 0.23%5.9k
5GLM 5.2fp83.91%16 of 22Venice (fp8) 0.23%51k
6DeepSeek V4.1 Flash4.84%28 of 28DeepInfra (fp8/flex) 0.35%169k
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 model4.84%

of DeepSeek V4.1 Flash's structured outputs fail on Baseten.

Best model0.50%

on GLM 5.3 Flash, its best model.

Ignored on2 of 5

models, where the settings tell OpenRouter to skip Baseten.

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

Fix Baseten's structured outputs↵