Coding Model Ranking

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

Models Shown

Average Coding Score

6.1

Best Model

Failure Reasons

With failure reason Wrong answer337 With failure reason API error51 With failure reason No answer39 With failure reason Timed out27 With failure reason Did not follow instructions25 With failure reason Extra formatting25

289/289

Rank	Model	Company	Coding Score	Score	Total Cost	Tests Correct	Response Time (avg)
#16	Seed 2.1 Turbo low	Bytedance Seed	10.0	9.1	$1.546	3/3	360.8s
Total Tests 3 Wrong Tests 0 Total Cost $1.546 Response Time (avg) 360.8s
#94	LongCat 2.0 medium	Meituan	10.0	7.4	$0.499	3/3	455.0s
Total Tests 3 Wrong Tests 0 Total Cost $0.499 Response Time (avg) 455.0s
#140	LongCat 2.0 low	Meituan	6.6	6.7	$0.412	1/3	479.3s
Total Tests 3 Wrong Tests 2 Total Cost $0.412 Response Time (avg) 479.3s
#143	LongCat 2.0 high	Meituan	7.8	6.7	$0.492	2/3	505.3s
Total Tests 3 Wrong Tests 1 Total Cost $0.492 Response Time (avg) 505.3s

Coding Ranking