Coding Model Ranking

See which AI models perform best on Coding, which ones stay reliable, and where the biggest gaps appear. Sort by: Total Cost ↑.

Models Shown

Average Coding Score

0.6

Best Model

Ling 3.1 Flash 1.0

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)
#301	Laguna XS 2.1 none	Poolside	0.4	0.5	$0.020	0/3	623ms
Total Tests 3 Wrong Tests 3 Total Cost $0.020 Response Time (avg) 623ms
#311	Mercury 2.5 low	Inception	0.5	0.5	$0.020	1/3	972ms
Total Tests 3 Wrong Tests 2 Total Cost $0.020 Response Time (avg) 972ms
#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
#267	Ling 3.0 Flash high	Inclusionai	0.7	0.6	$0.021	1/3	14.9s
Total Tests 3 Wrong Tests 2 Total Cost $0.021 Response Time (avg) 14.9s
#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
#278	Solar Pro 4 none	Upstage	0.5	0.6	$0.022	1/3	2.61s
Total Tests 3 Wrong Tests 2 Total Cost $0.022 Response Time (avg) 2.61s
#333	Mercury 2.5 Preview default	Inception	0.5	0.5	$0.023	0/3	459ms
Total Tests 3 Wrong Tests 3 Total Cost $0.023 Response Time (avg) 459ms
#319	GPT-4o-mini default	OpenAI	0.3	0.5	$0.024	0/3	1.63s
Total Tests 3 Wrong Tests 3 Total Cost $0.024 Response Time (avg) 1.63s
#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
#285	GPT-6 Luna none	OpenAI	0.5	0.5	$0.026	1/3	8.04s
Total Tests 3 Wrong Tests 2 Total Cost $0.026 Response Time (avg) 8.04s
#350	Ring 2.6 1t default	Inclusionai	0.5	0.4	$0.026	1/3	143.8s
Total Tests 3 Wrong Tests 2 Total Cost $0.026 Response Time (avg) 143.8s
#363	Mercury 2.5 none	Inception	0.4	0.4	$0.026	0/3	12.5s
Total Tests 3 Wrong Tests 3 Total Cost $0.026 Response Time (avg) 12.5s
#332	GLM 4.7 Flash none	Z.ai	0.4	0.5	$0.027	0/3	2.54s
Total Tests 3 Wrong Tests 3 Total Cost $0.027 Response Time (avg) 2.54s
#263	Qwen3.7 Flash none	Qwen	0.5	0.6	$0.028	1/3	1.55s
Total Tests 3 Wrong Tests 2 Total Cost $0.028 Response Time (avg) 1.55s
#249	Granite 4.2 8B medium	IBM Granite	0.5	0.6	$0.029	1/3	12.1s
Total Tests 3 Wrong Tests 2 Total Cost $0.029 Response Time (avg) 12.1s

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