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AI BENCHY Category

Tool Calling Ranking

See which AI models perform best on Tool Calling, which ones stay reliable, and where the biggest gaps appear. Sort by: Response Time (avg) ↑.

Models Shown

15

Average Tool Calling Score

8.7

Rank Model Company Tool Calling Score Score Tests Correct Response Time (avg)
#14 Gemma 4 31B medium Google 3.0 8.3 0/1 0ms
#33 GLM 5.1 medium Z.ai 3.0 7.8 0/1 0ms
#48 Gemma 4 31B none Google 3.0 6.9 0/1 0ms
#56 Grok 4.20 Multi Agent Beta medium X AI 3.0 6.4 0/1 0ms
#84 gpt-oss-120b none OpenAI 3.0 5.2 0/1 0ms
#98 LFM2-24B-A2B none Liquid 3.0 4.1 0/1 0ms
#91 Mercury 2 none Inception 10.0 4.8 1/1 1.27s
#90 Qwen3.5-9B none Qwen 10.0 4.8 1/1 1.27s
#83 Mistral Small 4 none Mistral 10.0 5.2 1/1 1.40s
#54 Mercury 2 medium Inception 10.0 6.5 1/1 1.89s
#62 Gemini 2.5 Flash none Google 10.0 6.2 1/1 1.91s
#70 Qwen3.5-122B-A10B none Qwen 10.0 5.7 1/1 2.04s
#94 MiMo-V2-Flash none Xiaomi 10.0 4.5 1/1 2.28s
#63 Qwen3.5-35B-A3B none Qwen 10.0 6.1 1/1 2.30s
#86 GPT-5.4 Mini none OpenAI 3.0 5.1 0/1 2.32s

Top Models by Tool Calling Score

Tool Calling Score vs Total Cost

Top Models by Response Time (avg)