Tool Calling Ranking
See which AI models perform best on Tool Calling, which ones stay reliable, and where the biggest gaps appear.
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| Rank | Model | Company | Tool Calling Score | Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #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 |
| #275 | Qwen3.6 35B A3B none | Qwen | 3.0 | 5.3 | $0.061 | 0/1 | 0ms |
| #277 | Inkling none | Thinkingmachines | 3.0 | 5.2 | $0.147 | 0/1 | 2.50s |
| #296 | Ling-2.6-flash none | Inclusionai | 3.0 | 4.9 | $0.002 | 0/1 | 18.8s |
| #298 | Hy4 preview none | Tencent | 3.0 | 4.8 | $0.041 | 0/1 | 81.5s |
| #299 | Ring-2.6-1T none | Inclusionai | 3.0 | 4.8 | $0.026 | 0/1 | 0ms |
| #303 | Grok 4.20 Multi Agent Beta medium | X AI | 3.0 | 4.8 | $5.599 | 0/1 | 0ms |
| #318 | Elephant Alpha none | Openrouter | 3.0 | 4.3 | $0.000 | 0/1 | 2.79s |
| #320 | Elephant Alpha medium | Openrouter | 3.0 | 4.3 | $0.000 | 0/1 | 2.83s |
| #327 | Ling 3.0 Tiny none | Inclusionai | 3.0 | 4.0 | $0.000 | 0/1 | 3.05s |
| #330 | Grok Build 0.1 none | X AI | 3.0 | 4.0 | $0.547 | 0/1 | 0ms |