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: Tests Correct ↑.

Models Shown

Average Coding Score

6.1

Best Model

Failure Reasons

With failure reason Wrong answer119 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)
#21	Seed-2.0-Lite medium	Bytedance Seed	7.0	8.1	1/2	107.7s
#24	Gemini 3.5 Flash minimal	Google	7.0	7.9	1/2	3.39s
#25	Qwen3.5-27B medium	Qwen	7.0	7.9	1/2	123.9s
#26	Qwen3.7 Max none	Qwen	6.8	7.9	1/2	1.39s
#27	GPT-5.4 medium	OpenAI	8.2	7.9	1/2	55.0s
#28	GLM 5 Turbo medium	Z.ai	7.3	7.9	1/2	53.9s
#30	Qwen3.6 35B A3B medium	Qwen	6.6	7.8	1/2	59.3s
#31	Grok 4.3 medium	X AI	7.4	7.8	1/2	55.3s
#34	Gemini 3.1 Flash Lite Preview medium	Google	6.8	7.7	1/2	3.98s
#35	Gemini 3.1 Flash Lite medium	Google	6.8	7.7	1/2	3.59s
#36	Gemini 2.5 Flash medium	Google	6.6	7.7	1/2	54.6s
#37	Grok Build 0.1 medium	X AI	7.2	7.7	1/2	61.2s
#40	Gemini 3 Flash Preview none	Google	6.8	7.7	1/2	2.19s
#41	MiMo-V2.5-Pro medium	Xiaomi	7.0	7.6	1/2	81.7s
#42	Gemini 3.1 Flash Lite Preview low	Google	6.8	7.6	1/2	1.56s

Coding Ranking