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

0.6

Best Model

Gemini 3.6 Flash 1.0

Failure Reasons

With failure reason Wrong answer456 With failure reason API error64 With failure reason No answer47 With failure reason Did not follow instructions44 With failure reason Extra formatting36 With failure reason Timed out24

408/408

Rank	Model	Company	Coding Score	Score	Total Cost	Tests Correct	Response Time (avg)
#212	Grok 4.3 medium	X AI	0.6	0.6	$0.989	1/3	41.2s
Total Tests 3 Wrong Tests 2 Total Cost $0.989 Response Time (avg) 41.2s
#213	Laguna XS 2.1 medium	Poolside	0.5	0.6	$0.083	1/3	70.3s
Total Tests 3 Wrong Tests 2 Total Cost $0.083 Response Time (avg) 70.3s
#215	Gemini 3 Flash Preview none	Google	0.5	0.6	$0.155	1/3	1.80s
Total Tests 3 Wrong Tests 2 Total Cost $0.155 Response Time (avg) 1.80s
#216	Solar Pro 4 medium	Upstage	0.5	0.6	$0.098	1/3	310.4s
Total Tests 3 Wrong Tests 2 Total Cost $0.098 Response Time (avg) 310.4s
#217	Claude Sonnet 4.6 medium	Anthropic	0.6	0.6	$2.126	1/3	33.3s
Total Tests 3 Wrong Tests 2 Total Cost $2.126 Response Time (avg) 33.3s
#218	Kimi K2.5 medium	Moonshot AI	0.6	0.6	$0.841	1/3	217.5s
Total Tests 3 Wrong Tests 2 Total Cost $0.841 Response Time (avg) 217.5s
#220	Gemini 3.5 Flash minimal	Google	0.6	0.6	$0.508	1/3	2.75s
Total Tests 3 Wrong Tests 2 Total Cost $0.508 Response Time (avg) 2.75s
#221	MiMo-V2.5-Pro medium	Xiaomi	0.6	0.6	$0.332	1/3	92.1s
Total Tests 3 Wrong Tests 2 Total Cost $0.332 Response Time (avg) 92.1s
#222	Dots 3 Note Preview high	Dots Studio	0.6	0.6	$0.000	1/3	306.2s
Total Tests 3 Wrong Tests 2 Total Cost $0.000 Response Time (avg) 306.2s
#223	Dots 3 Note Preview low	Dots Studio	0.6	0.6	$0.000	1/3	287.6s
Total Tests 3 Wrong Tests 2 Total Cost $0.000 Response Time (avg) 287.6s
#224	LongCat 2.0 none	Meituan	0.5	0.6	$0.104	1/3	2.85s
Total Tests 3 Wrong Tests 2 Total Cost $0.104 Response Time (avg) 2.85s
#225	Qwen3.5-35B-A3B medium	Qwen	0.6	0.6	$0.716	1/3	206.6s
Total Tests 3 Wrong Tests 2 Total Cost $0.716 Response Time (avg) 206.6s
#226	Qwen3.6 27B none	Qwen	0.5	0.6	$0.148	1/3	4.16s
Total Tests 3 Wrong Tests 2 Total Cost $0.148 Response Time (avg) 4.16s
#228	Gemini 3.1 Flash Lite Preview low	Google	0.5	0.6	$0.736	1/3	1.39s
Total Tests 3 Wrong Tests 2 Total Cost $0.736 Response Time (avg) 1.39s
#229	Gemini 3.1 Flash Lite low	Google	0.5	0.6	$0.717	1/3	1.53s
Total Tests 3 Wrong Tests 2 Total Cost $0.717 Response Time (avg) 1.53s

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