.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 models
Z.ai · 29 providers · 58.8M structured outputs a day
#ProviderStructured outputs
a day
$ in / out
per M
Tokens/sUptime
1Parasailfp4#0.28%591k$0.15 / $0.504499.8%
2NextBitfp4#0.30%401k$0.15 / $0.504799.8%
3Fireworks#0.40%2.0M$0.15 / $0.5012099.4%
4DeepInfrafp4#0.47%618k$0.15 / $0.5094100.0%
5Basetenfp8#0.50%9.6M$0.15 / $0.5017799.0%
6Together#0.51%26.6M$0.15 / $0.5018198.8%
7Sail Researchfp4#0.51%456k$0.23 / $0.754299.8%
8Venice#0.54%1.8M$0.15 / $0.5013899.7%
9Friendli#0.69%2.8M$0.15 / $0.5016699.9%
10DigitalOcean#0.74%248k$0.11 / $0.38129100.0%
11Wafernvfp4#0.79%1.5M$0.04 / $0.2014699.2%
12Prime Intellect#0.95%1.3M$0.15 / $0.5091100.0%
13Nebius Token Factoryfp4#0.98%13k$0.15 / $0.5011587.5%
14CoreWeavenvfp4#1.05%1.1M$0.12 / $0.3814299.4%
15Makora#1.15%140k$0.14 / $0.4718099.9%
17Inceptronfp8#1.20%161k$0.19 / $0.60112100.0%
18Phalanvfp4#1.38%31k$0.11 / $0.384899.6%
19NEAR AIfp8#1.43%587k$0.08 / $0.506299.9%
20inference.netfp4#1.48%1.3M$0.11 / $0.35124100.0%
21Reka AI#1.56%3.8M$0.12 / $0.30121100.0%
22Morphfp8#1.68%92k$0.04 / $0.306099.9%
23Particle AInvfp4#1.83%37k$0.15 / $0.5014399.9%
24Cohere#2.21%549k$0.15 / $0.50146100.0%
25Open Inferencefp4#2.31%1.6M$0.02 / $0.0312199.9%
26Crusoefp4#2.49%126k$0.15 / $0.50130100.0%
27StreamLakefp8#3.78%932k$0.09 / $0.294699.1%
28Darkbloomfp4#5.04%5.1k$0.07 / $0.183194.7%
29Mistral#6.83%90k$0.15 / $0.507298.9%
Recommended OpenRouter settings for GLM 5.3 Flash
{
  "provider": {
    "order": [
      "parasail/fp4",
      "nextbit/fp4",
      "fireworks"
    ],
    "ignore": [
      "streamlake/fp8",
      "darkbloom/fp4",
      "mistral"
    ]
  }
}

Give llms.txt to your agent

Using GLM 5.3 Flash?

Get updates when its successor drops

And which provider to use.

For model makers

Broken structured outputs carry your model's name

Your users don't see the provider. They see your model failing.

Worst provider6.83%

of GLM 5.3 Flash's structured outputs fail on Mistral.

Best to worst24×

as often on Mistral as on Parasail (fp4), its best provider.

Every day457k

broken structured outputs a day across its 29 providers.

Releasing a model? Make your own API the one every provider is measured against.

Set the bar for your model↵