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: Response Time (avg) ↓.
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| Rank | Model | Company | Invalid tool call Count | Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #105 | Gemini 3.1 Flash Lite low | 1 | 6.5 | $0.621 | 12/22 | 16.3s | |
| #32 | Inkling medium | Thinkingmachines | 1 | 8.0 | $0.391 | 15/22 | 16.2s |
| #2 | Gemini 3.5 Flash high | 1 | 9.5 | $1.976 | 20/22 | 15.1s | |
| #142 | Qwen3.5-122B-A10B none | Qwen | 1 | 5.7 | $0.247 | 6/22 | 12.9s |
| #127 | Qwen3.5-35B-A3B none | Qwen | 1 | 6.1 | $0.106 | 7/22 | 12.7s |
| #23 | Claude Sonnet 5 medium | Anthropic | 1 | 8.3 | $0.922 | 16/22 | 12.5s |
| #82 | DeepSeek V4 Pro none | DeepSeek | 1 | 6.9 | $0.096 | 10/22 | 11.6s |
| #24 | Muse Spark 1.1 low | Meta | 1 | 8.3 | $0.647 | 13/22 | 11.5s |
| #34 | GPT-5.6 Terra high | OpenAI | 1 | 8.0 | $1.055 | 14/22 | 11.3s |
| #178 | Ling-2.6-flash none | Inclusionai | 3 | 4.9 | $0.002 | 6/22 | 10.7s |
| #152 | Qwen3.6 27B none | Qwen | 2 | 5.5 | $0.087 | 7/22 | 10.7s |
| #96 | GLM 5.2 none | Z.ai | 1 | 6.6 | $0.151 | 12/22 | 9.34s |
| #176 | GLM 4.7 Flash none | Z.ai | 2 | 4.9 | $0.016 | 6/22 | 9.15s |
| #162 | Ling-2.6-1T none | Inclusionai | 1 | 5.3 | $0.016 | 4/22 | 8.58s |
| #156 | Gemma 4 26B A4B none | 1 | 5.5 | $0.015 | 8/22 | 7.64s |