Tool Calling Ranking
See which AI models perform best on Tool Calling, which ones stay reliable, and where the biggest gaps appear. Sort by: Metric ↑.
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| Rank | Model | Company | Tool Calling Score | Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #151 | GLM 5.1 medium | Z.ai | 3.0 | 7.0 | $0.727 | 0/1 | 0ms |
| #154 | Grok 4.20 medium | X AI | 3.0 | 7.0 | $0.805 | 0/1 | 13.7s |
| #161 | Gemini 3.5 Flash none | 3.0 | 6.9 | $1.093 | 0/1 | 0ms | |
| #184 | Inkling Small medium | Thinkingmachines | 3.0 | 6.6 | $0.113 | 0/1 | 2.12s |
| #186 | Qwen3.6 35B A3B medium | Qwen | 3.0 | 6.6 | $0.750 | 0/1 | 0ms |
| #187 | Mercury 2.5 Preview high | Inception | 3.0 | 6.6 | $0.030 | 0/1 | 2.25s |
| #206 | Gemma 4 31B medium | 3.0 | 6.2 | $0.100 | 0/1 | 0ms | |
| #215 | Inkling low | Thinkingmachines | 3.0 | 6.1 | $0.187 | 0/1 | 2.57s |
| #218 | Gemma 4 31B none | 3.0 | 6.1 | $0.016 | 0/1 | 0ms | |
| #223 | Grok 4.20 Beta medium | X AI | 3.0 | 6.0 | $0.750 | 0/1 | 12.4s |
| #234 | GPT-5.4 Mini none | OpenAI | 3.0 | 5.9 | $0.095 | 0/1 | 2.32s |
| #241 | Inkling Small low | Thinkingmachines | 3.0 | 5.7 | $0.055 | 0/1 | 2.21s |
| #255 | Hy4 preview low | Tencent | 3.0 | 5.6 | $1.745 | 0/1 | 93.7s |
| #270 | Inkling Small none | Thinkingmachines | 3.0 | 5.3 | $0.054 | 0/1 | 2.31s |
| #273 | Ling-2.6-1T none | Inclusionai | 3.0 | 5.3 | $0.016 | 0/1 | 25.7s |