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) |
|---|---|---|---|---|---|---|---|
| #166 | Qwen3.5 Plus 2026-02-15 medium | Qwen | 1 | 0.7 | $0.567 | 14/23 | 97.7s |
| #156 | Inkling medium | Thinkingmachines | 2 | 0.7 | $0.527 | 15/23 | 17.0s |
| #240 | Gemini 3.5 Flash minimal | 2 | 0.6 | $0.508 | 13/23 | 4.67s | |
| #229 | KAT-Coder-Pro V2.5 high | Kwaipilot | 1 | 0.6 | $0.506 | 11/23 | 21.2s |
| #130 | DeepSeek V4 Flash 0731 medium | DeepSeek | 1 | 0.8 | $0.460 | 12/23 | 94.2s |
| #312 | GLM 5V Turbo medium | Z.ai | 2 | 0.5 | $0.457 | 11/21 | 23.1s |
| #228 | GLM 5.1 none | Z.ai | 1 | 0.6 | $0.451 | 9/23 | 11.1s |
| #173 | Step 3.7 Flash low | Stepfun | 2 | 0.7 | $0.449 | 11/23 | 20.7s |
| #164 | Gemini 3.5 Flash Lite medium | 2 | 0.7 | $0.440 | 14/23 | 8.68s | |
| #384 | MiniMax M2.5 medium | Minimax | 1 | 0.4 | $0.440 | 5/23 | 102.3s |
| #113 | GPT-5.6 Terra low | OpenAI | 1 | 0.8 | $0.435 | 14/23 | 7.58s |
| #238 | Beam 1.0 501B A23B low | Reflection | 1 | 0.6 | $0.432 | 11/23 | 4.89s |
| #97 | Qwen3.7 Plus medium | Qwen | 1 | 0.8 | $0.415 | 16/23 | 59.7s |
| #289 | DeepSeek V4.1 Flash none | DeepSeek | 1 | 0.6 | $0.391 | 7/23 | 16.6s |
| #288 | GPT-5.6 Terra none | OpenAI | 1 | 0.6 | $0.377 | 8/23 | 4.11s |