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

Gemini 3 PRO Preview 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)
#385	MiMo-V2-Flash default	Xiaomi	0.4	0.3	$0.025	0/3	2.64s
Total Tests 3 Wrong Tests 3 Total Cost $0.025 Response Time (avg) 2.64s
#352	Nemotron 3 Super none	NVIDIA	0.3	0.4	$0.016	0/3	2.64s
Total Tests 3 Wrong Tests 3 Total Cost $0.016 Response Time (avg) 2.64s
#346	Mimo V2 PRO default	Xiaomi	0.5	0.5	$0.045	1/3	2.65s
Total Tests 3 Wrong Tests 2 Total Cost $0.045 Response Time (avg) 2.65s
#219	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
#351	Mimo V2 Omni default	Xiaomi	0.4	0.4	$0.021	0/3	2.75s
Total Tests 3 Wrong Tests 3 Total Cost $0.021 Response Time (avg) 2.75s
#213	Qwen3.5-122B-A10B none	Qwen	0.4	0.6	$0.308	0/3	2.77s
Total Tests 3 Wrong Tests 3 Total Cost $0.308 Response Time (avg) 2.77s
#256	Seed-2.0-Lite none	Bytedance Seed	0.6	0.6	$0.114	1/3	2.83s
Total Tests 3 Wrong Tests 2 Total Cost $0.114 Response Time (avg) 2.83s
#289	Claude Opus 4.7 none	Anthropic	0.3	0.5	$0.505	1/1	2.84s
Total Tests 1 Wrong Tests 0 Total Cost $0.505 Response Time (avg) 2.84s
#223	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
#377	Laguna M.1 default	Poolside	0.2	0.4	$0.009	0/1	2.93s
Total Tests 1 Wrong Tests 1 Total Cost $0.009 Response Time (avg) 2.93s
#300	Qwen3.6 Max Preview none	Qwen	0.4	0.5	$0.228	0/3	3.12s
Total Tests 3 Wrong Tests 3 Total Cost $0.228 Response Time (avg) 3.12s
#342	GLM 5V Turbo none	Z.ai	0.5	0.5	$0.052	1/3	3.13s
Total Tests 3 Wrong Tests 2 Total Cost $0.052 Response Time (avg) 3.13s
#327	MiMo-V2.5 none	Xiaomi	0.5	0.5	$0.049	1/3	3.24s
Total Tests 3 Wrong Tests 2 Total Cost $0.049 Response Time (avg) 3.24s
#178	Claude Opus 4.8 none	Anthropic	0.5	0.7	$2.334	1/3	3.29s
Total Tests 3 Wrong Tests 2 Total Cost $2.334 Response Time (avg) 3.29s
#261	Claude Sonnet 5 none	Anthropic	0.5	0.6	$1.095	0/3	3.67s
Total Tests 3 Wrong Tests 3 Total Cost $1.095 Response Time (avg) 3.67s

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