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

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)
#271	Grok 4.20 none	X AI	1.1	4.1	$0.057	0/1	1.22s
Total Tests 1 Wrong Tests 1 Total Cost $0.057 Response Time (avg) 1.22s
#286	Nemotron 3 Nano Omni 30b A3b Reasoning medium	NVIDIA	1.1	3.4	$0.000	0/1	38.1s
Total Tests 1 Wrong Tests 1 Total Cost $0.000 Response Time (avg) 38.1s
#230	Gemini 3.1 Flash Lite Preview high	Google	0.0	5.3	$2.310	0/0	0ms
Total Tests 0 Wrong Tests 0 Total Cost $2.310 Response Time (avg) 0ms
#289	LFM2-24B-A2B none	Liquid	0.0	2.2	$0.001	0/0	0ms
Total Tests 0 Wrong Tests 0 Total Cost $0.001 Response Time (avg) 0ms

Coding Ranking