Tool Calling Model Ranking

AI BENCHY Category

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

Models Shown

Average Tool Calling Score

8.7

Best Model

Failure Reasons

With failure reason API error15 With failure reason Invalid tool call7 With failure reason Did not follow instructions6 With failure reason No answer2 With failure reason Wrong answer2

Rank	Model	Company	Tool Calling Score	Score	Tests Correct	Response Time (avg)
#48	Gemini 3 Flash Preview none	Google	10.0	7.4	1/1	3.35s
#49	Qwen3.5-Flash medium	Qwen	10.0	7.4	1/1	10.3s
#50	Gemini 3.1 Flash Lite Preview low	Google	10.0	7.4	1/1	9.54s
#51	Mimo V2 PRO medium	Xiaomi	10.0	7.4	1/1	8.19s
#52	Claude Sonnet 4.6 medium	Anthropic	10.0	7.4	1/1	7.48s
#53	Gemini 3.1 Flash Lite high	Google	10.0	7.3	1/1	6.44s
#54	GPT-5 Mini medium	OpenAI	10.0	7.3	1/1	18.6s
#56	MiMo-V2.5 medium	Xiaomi	10.0	7.3	1/1	7.29s
#57	Step 3.7 Flash low	Stepfun	10.0	7.3	1/1	3.25s
#58	Gemini 3.1 Flash Lite Preview none	Google	10.0	7.2	1/1	3.39s
#60	Kimi K2.6 medium	Moonshot AI	10.0	7.2	1/1	8.92s
#61	Gemini 3.1 Flash Lite low	Google	10.0	7.2	1/1	5.66s
#62	Step 3.5 Flash medium	Stepfun	10.0	7.2	1/1	11.9s
#63	GPT-5.3 Chat none	OpenAI	10.0	7.2	1/1	8.36s
#64	MiMo-V2-Flash medium	Xiaomi	10.0	7.2	1/1	27.8s

Tool Calling Ranking