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: Response Time (avg) ↓.

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)
#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
#84	Laguna Xs.2 medium	Poolside	6.3	6.6	0/1	14.4s
#140	Trinity Large Preview none	Arcee AI	4.9	4.8	0/1	14.3s
#137	Qwen3.6 35B A3B none	Qwen	6.8	4.9	1/2	12.3s
#128	Ling-2.6-flash none	Inclusionai	10.0	5.3	1/1	11.2s
#146	Ling-2.6-1T none	Inclusionai	5.5	4.5	0/1	10.6s
#52	GPT-5.3 Chat none	OpenAI	6.9	7.4	1/2	10.5s
#6	Gemini 3.5 Flash medium	Google	6.8	9.0	1/2	9.91s
#129	gpt-oss-120b none	OpenAI	4.3	5.2	0/1	9.57s
#95	DeepSeek V4 Pro none	DeepSeek	5.4	6.0	0/2	8.27s
#44	GPT-5.2 Chat none	OpenAI	8.2	7.6	1/2	8.05s
#67	MiMo-V2-Flash medium	Xiaomi	4.1	7.1	0/2	7.20s
#69	Claude Sonnet 4.6 none	Anthropic	6.8	7.0	1/2	6.73s
#12	Gemini 3 Flash Preview low	Google	7.3	8.6	1/2	6.66s

Coding Ranking