of GLM 5.2's structured outputs fail on DigitalOcean.
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 | Venicefp8# | 0.23% | 32k | $1.40 / $4.40 | 74 | 100.0% |
| 2 | Together# | 0.59% | 36k | $1.40 / $4.40 | 103 | 99.6% |
| 3 | Parasailfp4# | 0.61% | 16k | $1.40 / $4.40 | 148 | 99.8% |
| 4 | Baidu Qianfanfp8# | 0.74% | 29k | $0.19 / $0.59 | 75 | 99.9% |
| 5 | Baidu Qianfanfp4/fast# | 0.99% | 4.6k | $0.62 / $2.17 | 88 | 100.0% |
| 6 | Decartfp4/fast# | 1.07% | 7.3k | $1.20 / $8.00 | — | 90.3% |
| 7 | Basetenfp8/fast# | 1.45% | 5.9k | $2.10 / $6.60 | 154 | 99.5% |
| 8 | Morphfp8# | 1.54% | 4.9k | $0.07 / $1.40 | 41 | 99.0% |
| 9 | CoreWeavefp4# | 1.64% | 150k | $0.62 / $2.42 | 130 | 99.8% |
| 10 | Ambientfp8# | 1.81% | 6.2k | $0.60 / $2.00 | 54 | 98.3% |
| 11 | Friendli# | 2.05% | 8.7k | $1.40 / $4.40 | 92 | 100.0% |
| 12 | Cloudflare# | 2.12% | 6.1k | $0.19 / $8.00 | 113 | 100.0% |
| 13 | Alibaba Cloud Int.fp8# | 2.30% | 9.0k | $0.97 / $3.04 | 70 | 99.4% |
| 14 | StreamLakefp8# | 2.38% | 59k | $0.28 / $0.88 | 52 | 100.0% |
| 15 | Inceptronfp4# | 2.38% | 14k | $1.40 / $4.40 | 50 | 99.8% |
| 16 | Basetenfp8# | 3.91% | 51k | $1.40 / $4.40 | 56 | 99.9% |
| 17 | DeepInfrafp4# | 4.64% | 79k | $0.56 / $1.80 | 46 | 99.9% |
| 18 | Mistralnvfp4/zdr# | 5.19% | 148k | $1.40 / $4.40 | 88 | 99.1% |
| 19 | Nebius Token Factoryfp4# | 5.44% | 6.4k | $1.40 / $4.40 | 122 | 89.1% |
| 20 | Waferfp4# | 5.68% | 39k | $0.01 / $6.80 | 124 | 100.0% |
| 21 | Alibaba Cloud Int.fp8/fast# | 20.46% | 1.3k | $2.31 / $7.26 | 91 | 97.3% |
| 22 | DigitalOcean# | 63.34% | 3.2k | $0.70 / $2.20 | 67 | 99.8% |
Also ignored, under 1,000 structured outputs a day: GMICloud (fp8) 40.53%.
Recommended OpenRouter settings for GLM 5.2
{
"provider": {
"order": [
"venice/fp8",
"together",
"parasail/fp4"
],
"ignore": [
"baseten/fp8",
"deepinfra/fp4",
"mistral/zdr",
"nebius/fp4",
"wafer",
"alibaba/fast",
"gmicloud/fp8",
"digitalocean"
]
}
}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 DigitalOcean as on Venice (fp8), its best provider.
broken structured outputs a day across its 19 providers.
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