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 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)
#73	GPT-5 Mini medium	OpenAI	10.0	6.9	2/2	30.7s
#81	Grok 4.20 Multi Agent Beta medium	X AI	10.0	6.6	1/1	27.1s
#82	Grok Build 0.1 none	X AI	10.0	6.6	1/1	21.4s
#128	Ling-2.6-flash none	Inclusionai	10.0	5.3	1/1	11.2s
#145	Nemotron 3 Nano Omni 30b A3b Reasoning none	NVIDIA	10.0	4.6	1/1	1.27s
#1	Gemini 3 Flash Preview medium	Google	7.9	9.8	1/2	96.0s
#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
#6	Gemini 3.5 Flash medium	Google	6.8	9.0	1/2	9.91s
#9	Gemini 3.5 Flash none	Google	8.2	8.9	1/2	39.6s
#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
#20	Qwen3.5 Plus 2026-02-15 medium	Qwen	7.6	8.1	1/2	193.8s
#21	Seed-2.0-Lite medium	Bytedance Seed	7.0	8.1	1/2	107.7s

Coding Ranking