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: Total Cost ↓.
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| Rank | Model | Company | Invalid tool call Count | Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #340 | Laguna S 2.1 medium | Poolside | 2 | 0.5 | $0.092 | 4/23 | 63.1s |
| #205 | Qwen3.5-Flash none | Qwen | 1 | 0.7 | $0.089 | 8/23 | 26.5s |
| #52 | GLM 5.3 Flash max | Z.ai | 1 | 0.9 | $0.089 | 17/23 | 54.0s |
| #402 | Grok 4.20 Beta default | X AI | 1 | 0.4 | $0.087 | 6/18 | 1.19s |
| #231 | Laguna XS 2.1 medium | Poolside | 2 | 0.6 | $0.083 | 9/23 | 49.0s |
| #155 | DeepSeek V4 Pro 0423 none | DeepSeek | 1 | 0.7 | $0.083 | 10/23 | 14.1s |
| #216 | Qwen3.7 Flash medium | Qwen | 1 | 0.7 | $0.076 | 10/23 | 51.8s |
| #132 | GPT-6 Luna high | OpenAI | 1 | 0.8 | $0.074 | 15/23 | 20.4s |
| #167 | Qwen3.8 27B medium | Qwen | 1 | 0.7 | ~$0.073 | 14/23 | 40.1s |
| #148 | GPT-5.6 Luna medium | OpenAI | 1 | 0.7 | $0.065 | 13/23 | 9.64s |
| #170 | Qwen3.7 Flash high | Qwen | 1 | 0.7 | $0.063 | 13/23 | 45.5s |
| #318 | MiMo-V2.6-Flash none | Xiaomi | 1 | 0.5 | $0.060 | 6/23 | 6.20s |
| #407 | Grok 4.20 none | X AI | 1 | 0.3 | $0.057 | 6/18 | 1.11s |
| #158 | GLM 5.3 Flash high | Z.ai | 1 | 0.7 | $0.056 | 13/23 | 29.1s |
| #328 | Inkling Small low | Thinkingmachines | 2 | 0.5 | $0.055 | 9/23 | 1.99s |