Coding Model Ranking

See which AI models perform best on Coding, which ones stay reliable, and where the biggest gaps appear.

Models Shown

Average Coding Score

0.6

Best Model

Failure Reasons

With failure reason Wrong answer456 With failure reason API error64 With failure reason No answer47 With failure reason Did not follow instructions44 With failure reason Extra formatting36 With failure reason Timed out24

408/408

Rank	Model	Company	Coding Score	Score	Total Cost	Tests Correct	Response Time (avg)
#406	Solar Decide default	Upstage	0.0	0.1	$0.009	0/0	0ms
Total Tests 0 Wrong Tests 0 Total Cost $0.009 Response Time (avg) 0ms
#407	Tev1 4B Experimental default	Togethercomputer	0.0	1.0	$0.002	0/0	0ms
Total Tests 0 Wrong Tests 0 Total Cost $0.002 Response Time (avg) 0ms
#408	Claude Opus 5.5 none	Anthropic	0.0	0.2	$0.015	0/0	0ms
Total Tests 0 Wrong Tests 0 Total Cost $0.015 Response Time (avg) 0ms

Coding Ranking