Coding Model Ranking

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

Models Shown

Average Coding Score

0.6

Best Model

Gemini 3.1 Flash Lite Preview 0.0

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)
#248	Qwen3.5 Plus 2026-04-20 none	Qwen	0.4	0.6	$0.216	0/3	1.69s
Total Tests 3 Wrong Tests 3 Total Cost $0.216 Response Time (avg) 1.69s
#328	Qwen3.5-9B none	Qwen	0.4	0.5	$0.041	0/3	5.60s
Total Tests 3 Wrong Tests 3 Total Cost $0.041 Response Time (avg) 5.60s
#362	GLM 5 Turbo none	Z.ai	0.4	0.4	$0.047	0/3	2.41s
Total Tests 3 Wrong Tests 3 Total Cost $0.047 Response Time (avg) 2.41s
#202	Step 3.7 Flash high	Stepfun	0.4	0.7	$1.478	0/3	206.2s
Total Tests 3 Wrong Tests 3 Total Cost $1.478 Response Time (avg) 206.2s
#279	GLM 5 none	Z.ai	0.4	0.6	$0.140	0/3	5.12s
Total Tests 3 Wrong Tests 3 Total Cost $0.140 Response Time (avg) 5.12s
#344	Nemotron 3.5 Lightning low	NVIDIA	0.4	0.5	$0.175	0/3	224.4s
Total Tests 3 Wrong Tests 3 Total Cost $0.175 Response Time (avg) 224.4s
#378	Elephant Alpha default	Openrouter	0.4	0.4	$0.000	0/3	1.39s
Total Tests 3 Wrong Tests 3 Total Cost $0.000 Response Time (avg) 1.39s
#370	Ling 3.0 Tiny default	Inclusionai	0.4	0.4	$0.000	0/3	1.19s
Total Tests 3 Wrong Tests 3 Total Cost $0.000 Response Time (avg) 1.19s
#274	Dots 3 Note Preview medium	Dots Studio	0.4	0.6	$0.000	0/3	309.1s
Total Tests 3 Wrong Tests 3 Total Cost $0.000 Response Time (avg) 309.1s
#236	DeepSeek V4 Flash 0423 none	DeepSeek	0.4	0.6	$0.149	0/3	17.1s
Total Tests 3 Wrong Tests 3 Total Cost $0.149 Response Time (avg) 17.1s
#226	Gemini 3.5 Flash Lite low	Google	0.4	0.6	$0.183	0/3	917ms
Total Tests 3 Wrong Tests 3 Total Cost $0.183 Response Time (avg) 917ms
#230	Qwen3.5 Plus 2026-02-15 none	Qwen	0.4	0.6	$0.176	0/3	2.05s
Total Tests 3 Wrong Tests 3 Total Cost $0.176 Response Time (avg) 2.05s
#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
#175	Gemma 4 31B medium	Google	0.4	0.7	$0.144	0/3	219.8s
Total Tests 3 Wrong Tests 3 Total Cost $0.144 Response Time (avg) 219.8s
#251	Apodex 1.1 Mini medium	Apodex	0.4	0.6	$0.000	0/3	51.0s
Total Tests 3 Wrong Tests 3 Total Cost $0.000 Response Time (avg) 51.0s

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