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

0.6

Best Model

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
#383	Laguna Xs.2 medium	Poolside	0.2	0.3	$0.015	0/1	14.4s
Total Tests 1 Wrong Tests 1 Total Cost $0.015 Response Time (avg) 14.4s
#376	Grok 4.20 Beta default	X AI	0.2	0.4	$0.087	0/1	1.14s
Total Tests 1 Wrong Tests 1 Total Cost $0.087 Response Time (avg) 1.14s
#388	Grok 4.1 Fast default	X AI	0.2	0.3	$0.008	0/1	1.79s
Total Tests 1 Wrong Tests 1 Total Cost $0.008 Response Time (avg) 1.79s
#361	gpt-oss-120b none	OpenAI	0.1	0.4	$0.016	0/1	9.57s
Total Tests 1 Wrong Tests 1 Total Cost $0.016 Response Time (avg) 9.57s
#369	Laguna M.1 medium	Poolside	0.1	0.4	$0.033	0/1	35.6s
Total Tests 1 Wrong Tests 1 Total Cost $0.033 Response Time (avg) 35.6s
#381	Grok 4.20 none	X AI	0.1	0.3	$0.057	0/1	1.22s
Total Tests 1 Wrong Tests 1 Total Cost $0.057 Response Time (avg) 1.22s
#392	Nemotron 3 Nano Omni 30b A3b Reasoning medium	NVIDIA	0.1	0.3	$0.000	0/1	38.1s
Total Tests 1 Wrong Tests 1 Total Cost $0.000 Response Time (avg) 38.1s
#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
#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

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Coding Score vs Total Cost

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