of Qwen3.8 27B's tool calls fail on Wafer (fp8).
Not all models are served equally by all providers. On a typical model, the worst provider breaks tool calls 19× as often as the best. Find the best one for your agents.
| # | Model | Broken tool calls | Rank | Best on the model | Tool calls a day |
|---|---|---|---|---|---|
| 1 | Kimi K3mxfp4/fast | 0.12% | 12 of 24 | DeepInfra (mxfp4) 0.01% | 24k |
| 2 | Kimi K3mxfp4 | 0.13% | 13 of 24 | DeepInfra (mxfp4) 0.01% | 611k |
| 3 | GLM 5.2fp4 | 0.16% | 2 of 27 | Friendli 0.15% | 525k |
| 4 | DeepSeek V4.1 Flash 1017mxfp4 | 0.20% | 6 of 35 | Sail Research (fp4) 0.03% | 2.4M |
| 5 | DeepSeek V4 Flash 0731nvfp4/fast | 0.24% | 2 of 22 | Sail Research (fp4) 0.04% | 676k |
| 6 | GLM 5.3 Flashnvfp4 | 0.25% | 7 of 34 | NextBit (fp4) 0.00% | 930k |
| 7 | DeepSeek V4.1 Flashmxfp4 | 0.26% | 4 of 35 | Prime Intellect 0.06% | 1.2M |
| 8 | GLM 5.3fp4 | 0.30% | 8 of 42 | Amazon Bedrock 0.08% | 1.5M |
| 9 | DeepSeek V4 Flash 0423mxfp4 | 0.51% | 2 of 16 | Crusoe (fp8) 0.46% | 161k |
| 10 | DeepSeek V4 Pro 0813mxfp4 | 0.82% | 10 of 21 | Ionstream 0.04% | 79k |
| 11 | Qwen3.8 27Bfp8 | 1.06% | 15 of 21 | Darkbloom (fp4) 0.07% | 62k |
And which provider to use.
The same provider can handle tool calls well on one model and struggle on the next.
of Qwen3.8 27B's tool calls fail on Wafer (fp8).
on Kimi K3, its best model.
models, where Wafer is the most reliable provider.