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

0.6

Best Model

Mistral Large 4 0.3

Failure Reasons

With failure reason Wrong answer456 With failure reason API error64 With failure reason Did not follow instructions41 With failure reason No answer41 With failure reason Extra formatting36 With failure reason Timed out24

404/404

Rank	Model	Company	Coding Score	Score	Total Cost	Tests Correct	Response Time (avg)
#399	D1 default	Liquid	0.2	0.2	$0.003	0/2	456ms
Total Tests 2 Wrong Tests 2 Total Cost $0.003 Response Time (avg) 456ms
#396	GPT-6 Luna Decisions default	OpenAI	0.3	0.2	$0.005	0/2	447ms
Total Tests 2 Wrong Tests 2 Total Cost $0.005 Response Time (avg) 447ms
#395	Decider V1.1 27B default	Perplexity	0.5	0.3	$0.002	1/2	305ms
Total Tests 2 Wrong Tests 1 Total Cost $0.002 Response Time (avg) 305ms
#325	Gemini 3 PRO Preview medium	Google	0.3	0.5	$0.385	0/3	0ms
Total Tests 3 Wrong Tests 3 Total Cost $0.385 Response Time (avg) 0ms
#358	Gemini 3.1 Flash Lite Preview high	Google	0.0	0.4	$2.310	0/0	0ms
Total Tests 0 Wrong Tests 0 Total Cost $2.310 Response Time (avg) 0ms
#364	Qwen3.6 Plus Preview medium	Qwen	1.0	0.4	$0.000	0/1	0ms
Total Tests 1 Wrong Tests 1 Total Cost $0.000 Response Time (avg) 0ms
#367	Hunter Alpha medium	OpenRouter	1.0	0.4	$0.000	0/1	0ms
Total Tests 1 Wrong Tests 1 Total Cost $0.000 Response Time (avg) 0ms
#380	Hunter Alpha default	OpenRouter	1.0	0.3	$0.000	0/1	0ms
Total Tests 1 Wrong Tests 1 Total Cost $0.000 Response Time (avg) 0ms
#398	Step 3.5 Flash none	Stepfun	1.0	0.2	$0.020	0/1	0ms
Total Tests 1 Wrong Tests 1 Total Cost $0.020 Response Time (avg) 0ms
#400	Gemini 3 Flash Preview high	Google	0.0	0.2	$0.105	0/0	0ms
Total Tests 0 Wrong Tests 0 Total Cost $0.105 Response Time (avg) 0ms
#401	LFM2-24B-A2B default	Liquid	0.0	0.2	$0.001	0/0	0ms
Total Tests 0 Wrong Tests 0 Total Cost $0.001 Response Time (avg) 0ms
#402	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
#403	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
#404	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

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