Coding Model Ranking

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

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)
#155	LongCat 2.0 medium	Meituan	1.0	0.7	$0.767	3/3	455.0s
Total Tests 3 Wrong Tests 0 Total Cost $0.767 Response Time (avg) 455.0s
#156	GLM 5 medium	Z.ai	1.0	0.7	$0.479	3/3	74.3s
Total Tests 3 Wrong Tests 0 Total Cost $0.479 Response Time (avg) 74.3s
#168	Ember-1 low	Fireworks	1.0	0.7	$1.488	3/3	37.9s
Total Tests 3 Wrong Tests 0 Total Cost $1.488 Response Time (avg) 37.9s

Coding Ranking