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: Response Time (avg) ↓.

Models Shown

Average Tool Calling Score

8.7

Best Model

Failure Reasons

With failure reason API error6 With failure reason Did not follow instructions6 With failure reason Invalid tool call3 With failure reason No answer2 With failure reason Wrong answer2

Rank	Model	Company	Tool Calling Score	Score	Tests Correct	Response Time (avg)
#49	Qwen3.5 Plus 2026-02-15 none	Qwen	10.0	6.8	1/1	3.33s
#81	Elephant medium	Openrouter	3.0	5.2	0/1	2.83s
#85	Elephant none	Openrouter	3.0	5.2	0/1	2.79s
#55	MiMo-V2-Omni none	Xiaomi	10.0	6.5	1/1	2.76s
#66	GPT-5.4 none	OpenAI	10.0	5.9	1/1	2.75s
#92	Qwen3 Coder Next medium	Qwen	10.0	4.7	1/1	2.64s
#89	GPT-4o-mini none	OpenAI	10.0	4.9	1/1	2.51s
#87	Qwen3 Coder Next none	Qwen	10.0	5.1	1/1	2.47s
#86	GPT-5.4 Mini none	OpenAI	3.0	5.1	0/1	2.32s
#63	Qwen3.5-35B-A3B none	Qwen	10.0	6.1	1/1	2.30s
#94	MiMo-V2-Flash none	Xiaomi	10.0	4.5	1/1	2.28s
#70	Qwen3.5-122B-A10B none	Qwen	10.0	5.7	1/1	2.04s
#62	Gemini 2.5 Flash none	Google	10.0	6.2	1/1	1.91s
#54	Mercury 2 medium	Inception	10.0	6.5	1/1	1.89s
#83	Mistral Small 4 none	Mistral	10.0	5.2	1/1	1.40s

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Tool Calling Ranking