Coding Model Ranking

See which AI models perform best on Coding, which ones stay reliable, and where the biggest gaps appear.

Models Shown

Average Coding Score

6.1

Best Model

Failure Reasons

With failure reason Wrong answer337 With failure reason API error51 With failure reason No answer39 With failure reason Timed out27 With failure reason Did not follow instructions25 With failure reason Extra formatting25

289/289

Rank	Model	Company	Coding Score	Score	Total Cost	Tests Correct	Response Time (avg)
#127	Gemini 3.5 Flash none	Google	8.8	6.9	$1.093	2/3	34.7s
Total Tests 3 Wrong Tests 1 Total Cost $1.093 Response Time (avg) 34.7s
#5	Gemini 3 Flash Preview medium	Google	8.6	9.5	$0.763	2/3	84.4s
Total Tests 3 Wrong Tests 1 Total Cost $0.763 Response Time (avg) 84.4s
#51	Inkling high	Thinkingmachines	8.5	8.0	$1.041	2/3	148.4s
Total Tests 3 Wrong Tests 1 Total Cost $1.041 Response Time (avg) 148.4s
#56	Inkling medium	Thinkingmachines	8.4	8.0	$0.377	2/3	25.2s
Total Tests 3 Wrong Tests 1 Total Cost $0.377 Response Time (avg) 25.2s
#110	Muse Glimmer 30B medium	Meta	8.4	7.2	$0.280	2/3	33.7s
Total Tests 3 Wrong Tests 1 Total Cost $0.280 Response Time (avg) 33.7s
#7	Gemini 3.7 Flash medium	Google	8.4	9.4	$0.155	2/3	8.86s
Total Tests 3 Wrong Tests 1 Total Cost $0.155 Response Time (avg) 8.86s
#25	Gemini 3.5 Flash Lite high	Google	8.4	8.8	$0.540	2/3	16.6s
Total Tests 3 Wrong Tests 1 Total Cost $0.540 Response Time (avg) 16.6s
#35	Qwen3.8 Max low	Qwen	8.4	8.6	$0.702	2/3	28.7s
Total Tests 3 Wrong Tests 1 Total Cost $0.702 Response Time (avg) 28.7s
#38	Muse Spark 1.2 low	Meta	8.4	8.4	$0.655	2/3	10.1s
Total Tests 3 Wrong Tests 1 Total Cost $0.655 Response Time (avg) 10.1s
#80	Nemotron 3 Ultra medium	NVIDIA	8.4	7.6	$0.780	2/3	26.5s
Total Tests 3 Wrong Tests 1 Total Cost $0.780 Response Time (avg) 26.5s
#88	GPT-5.4 Mini medium	OpenAI	8.4	7.5	$0.786	2/3	57.9s
Total Tests 3 Wrong Tests 1 Total Cost $0.786 Response Time (avg) 57.9s
#284	Laguna Xs.2 none	Poolside	8.3	3.8	$0.004	0/1	1.96s
Total Tests 1 Wrong Tests 1 Total Cost $0.004 Response Time (avg) 1.96s
#71	Qwen3.7 Flash high	Qwen	8.2	7.8	$0.052	2/3	58.8s
Total Tests 3 Wrong Tests 1 Total Cost $0.052 Response Time (avg) 58.8s
#39	Grok 4.6 medium	X AI	8.2	8.4	$1.713	2/3	120.0s
Total Tests 3 Wrong Tests 1 Total Cost $1.713 Response Time (avg) 120.0s
#43	Seed 2.1 Turbo medium	Bytedance Seed	8.2	8.4	$1.951	2/3	354.9s
Total Tests 3 Wrong Tests 1 Total Cost $1.951 Response Time (avg) 354.9s

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