Agentic Model Ranking

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

Models Shown

Average Agentic Score

5.8

Best Model

Failure Reasons

With failure reason Wrong answer108 With failure reason Invalid tool call44 With failure reason API error32 With failure reason Did not follow instructions14 With failure reason Timed out10

380/380

Rank	Model	Company	Agentic Score	Score	Total Cost	Tests Correct	Response Time (avg)
#309	Qwen3.5-9B none	Qwen	3.9	4.9	$0.041	0/1	433.0s
Total Tests 1 Wrong Tests 1 Total Cost $0.041 Response Time (avg) 433.0s
#287	Nemotron 3.5 Lightning high	NVIDIA	3.5	5.2	$0.111	0/1	491.0s
Total Tests 1 Wrong Tests 1 Total Cost $0.111 Response Time (avg) 491.0s
#206	Kimi K2.5 medium	Moonshot AI	3.9	6.4	$0.603	0/1	566.8s
Total Tests 1 Wrong Tests 1 Total Cost $0.603 Response Time (avg) 566.8s
#325	Nemotron 3.5 Lightning low	NVIDIA	3.5	4.6	$0.117	0/1	597.6s
Total Tests 1 Wrong Tests 1 Total Cost $0.117 Response Time (avg) 597.6s
#340	MiniMax M2.5 medium	Minimax	3.0	4.3	$0.359	0/1	600.8s
Total Tests 1 Wrong Tests 1 Total Cost $0.359 Response Time (avg) 600.8s

Agentic Ranking