Coding Model Ranking

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

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)
#205	Gemini 3.1 Flash Lite high	Google	3.3	5.6	$2.044	1/1	137.6s
Total Tests 1 Wrong Tests 0 Total Cost $2.044 Response Time (avg) 137.6s
#253	Grok 4.20 Multi Agent Beta medium	X AI	3.3	4.8	$5.599	1/1	27.1s
Total Tests 1 Wrong Tests 0 Total Cost $5.599 Response Time (avg) 27.1s
#278	Grok Build 0.1 none	X AI	3.3	4.0	$0.547	1/1	21.4s
Total Tests 1 Wrong Tests 0 Total Cost $0.547 Response Time (avg) 21.4s
#287	Nemotron 3 Nano Omni 30b A3b Reasoning none	NVIDIA	3.3	3.2	$0.000	1/1	1.27s
Total Tests 1 Wrong Tests 0 Total Cost $0.000 Response Time (avg) 1.27s

Coding Ranking