of DeepSeek V4 Flash 0423's structured outputs fail on AtlasCloud (fp4).
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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| # | Provider | Structured outputs a day | $ in / out per M | Tokens/s | Uptime | |
|---|---|---|---|---|---|---|
| 1 | Alibaba Cloud Int.fp8# | 0.66% | 104k | $0.15 / $0.30 | — | 82.8% |
| 2 | DeepInfrafp8# | 0.96% | 1.7M | $0.09 / $0.18 | 45 | 100.0% |
| 3 | StreamLakefp8# | 1.12% | 1.3M | $0.04 / $0.08 | 39 | 100.0% |
| 4 | Wafermxfp4# | 1.37% | 401k | $0.60 / $0.17 | 90 | 100.0% |
| 5 | Fireworks# | 1.68% | 39k | $0.10 / $0.21 | 48 | 76.2% |
| 6 | Parasailfp8# | 1.78% | 1.1M | $0.14 / $0.28 | 63 | 99.8% |
| 7 | Crusoefp8# | 1.96% | 128k | $0.14 / $0.28 | 78 | 100.0% |
| 8 | Baidu Qianfanfp8# | 2.03% | 2.7M | $0.04 / $0.08 | 77 | 96.7% |
| 9 | Cloudflare# | 3.39% | 256k | $0.44 / $1.32 | 68 | 99.9% |
| 10 | Venice# | 3.56% | 334k | $0.10 / $0.19 | 34 | 99.9% |
| 11 | Mancerfp8# | 3.93% | 10k | $0.19 / $0.50 | 42 | 98.4% |
| 12 | DigitalOcean# | 5.93% | 350k | $0.10 / $0.20 | 39 | 99.9% |
| 13 | AtlasCloudfp4# | 29.73% | 277k | $0.14 / $0.28 | 43 | 99.6% |
Recommended OpenRouter settings for DeepSeek V4 Flash 0423
{
"provider": {
"order": [
"alibaba/fp8/us-east-1",
"deepinfra/fp8",
"streamlake/fp8"
],
"ignore": [
"cloudflare",
"venice",
"mancer/fp8",
"digitalocean",
"atlas-cloud/fp4"
]
}
}Give llms.txt to your agent
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.
as often on AtlasCloud (fp4) as on Alibaba Cloud Int. (fp8), its best provider.
broken structured outputs a day across its 13 providers.
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