Invalid tool call Failures
See which AI models run into Invalid tool call most often, so you can spot reliability risks before choosing one. Sort by: Failure Count ↑.
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| Rank | Model | Company | Invalid tool call Count | Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #152 | Qwen3.6 27B none | Qwen | 2 | 5.5 | $0.087 | 7/22 | 10.7s |
| #169 | Qwen3.5-9B none | Qwen | 2 | 5.1 | $0.021 | 4/22 | 19.2s |
| #171 | North Mini Code none | Cohere | 2 | 5.1 | $0.000 | 4/22 | 29.9s |
| #173 | DeepSeek V3.2 none | DeepSeek | 2 | 5.0 | $0.054 | 6/22 | 18.3s |
| #176 | GLM 4.7 Flash none | Z.ai | 2 | 4.9 | $0.016 | 6/22 | 9.15s |
| #194 | GLM 4.7 Flash medium | Z.ai | 2 | 4.3 | $0.166 | 4/22 | 142.6s |
| #201 | Granite 4.1 8B none | IBM Granite | 2 | 4.0 | $0.007 | 2/22 | 1.45s |
| #178 | Ling-2.6-flash none | Inclusionai | 3 | 4.9 | $0.002 | 6/22 | 10.7s |