Agentic Model Ranking

See which AI models perform best on Agentic, which ones stay reliable, and where the biggest gaps appear. Sort by: Total Cost ↑.

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)
#5	GPT-6 Astra max	OpenAI	10.0	9.9	$5.044	1/1	69.6s
Total Tests 1 Wrong Tests 0 Total Cost $5.044 Response Time (avg) 69.6s
#45	Claude Fable 5 medium	Anthropic	10.0	8.9	$5.089	1/1	57.1s
Total Tests 1 Wrong Tests 0 Total Cost $5.089 Response Time (avg) 57.1s
#347	Grok 4.20 Multi Agent Beta medium	X AI	0.0	3.9	$5.599	0/0	0ms
Total Tests 0 Wrong Tests 0 Total Cost $5.599 Response Time (avg) 0ms
#8	GPT-6 Astra xhigh	OpenAI	10.0	9.9	$6.213	1/1	56.7s
Total Tests 1 Wrong Tests 0 Total Cost $6.213 Response Time (avg) 56.7s
#29	Claude Sonnet 5.5 max	Anthropic	10.0	9.2	$8.557	1/1	111.1s
Total Tests 1 Wrong Tests 0 Total Cost $8.557 Response Time (avg) 111.1s

Agentic Ranking