Coding Model Ranking

AI BENCHY Category

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

Models Shown

Average Coding Score

6.1

Best Model

Failure Reasons

With failure reason Wrong answer120 With failure reason No answer18 With failure reason Did not follow instructions16 With failure reason Timed out12 With failure reason Extra formatting7 With failure reason API error6

Rank	Model	Company	Coding Score	Score	Tests Correct	Response Time (avg)
#1	Gemini 3 Flash Preview medium	Google	7.9	9.8	1/2	96.0s
#2	Gemini 3.5 Flash high	Google	10.0	9.6	2/2	24.6s
#3	Gemini 3.5 Flash low	Google	6.8	9.3	1/2	5.54s
#4	Gemini 3.1 Pro Preview medium	Google	7.0	9.3	1/2	54.3s
#5	Qwen3.7 Max medium	Qwen	10.0	9.0	2/2	23.0s
#6	Gemini 3.5 Flash medium	Google	6.8	9.0	1/2	9.91s
#7	Claude Opus 4.7 medium	Anthropic	10.0	8.9	2/2	14.8s
#8	GPT-5.5 low	OpenAI	10.0	8.9	2/2	14.4s
#9	Gemini 3.5 Flash none	Google	8.2	8.9	1/2	39.6s
#10	Claude Opus 4.7 none	Anthropic	10.0	8.9	1/1	2.84s
#11	GPT-5.5 medium	OpenAI	8.2	8.7	1/2	69.7s
#12	Gemini 3 Flash Preview low	Google	7.3	8.6	1/2	6.66s
#14	Qwen3.6 Max Preview medium	Qwen	8.2	8.4	1/2	178.0s
#15	GPT-5.3-Codex medium	OpenAI	10.0	8.3	2/2	18.5s
#16	Qwen3.6 Plus Preview medium	Qwen	0.0	8.2	0/0	0ms

Coding Ranking