Coding Model Ranking

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

Models Shown

Average Coding Score

0.6

Best Model

Claude Sonnet 5.5 1.0

Failure Reasons

With failure reason Wrong answer456 With failure reason API error64 With failure reason Did not follow instructions41 With failure reason No answer41 With failure reason Extra formatting36 With failure reason Timed out24

404/404

Rank	Model	Company	Coding Score	Score	Total Cost	Tests Correct	Response Time (avg)
#396	GPT-6 Luna Decisions default	OpenAI	0.3	0.2	$0.005	0/2	447ms
Total Tests 2 Wrong Tests 2 Total Cost $0.005 Response Time (avg) 447ms
#389	Laguna Xs.2 default	Poolside	0.8	0.3	$0.004	0/1	1.96s
Total Tests 1 Wrong Tests 1 Total Cost $0.004 Response Time (avg) 1.96s
#304	Ling 3.0 Flash none	Inclusionai	0.5	0.5	$0.004	1/3	6.39s
Total Tests 3 Wrong Tests 2 Total Cost $0.004 Response Time (avg) 6.39s
#394	Jev 1.13 default	Typesafe	0.2	0.3	$0.003	0/2	598ms
Total Tests 2 Wrong Tests 2 Total Cost $0.003 Response Time (avg) 598ms
#399	D1 default	Liquid	0.2	0.2	$0.003	0/2	456ms
Total Tests 2 Wrong Tests 2 Total Cost $0.003 Response Time (avg) 456ms
#397	Kev 4B default	Jaredpalmer	0.5	0.2	$0.002	1/2	771ms
Total Tests 2 Wrong Tests 1 Total Cost $0.002 Response Time (avg) 771ms
#348	Ling 2.6 Flash default	Inclusionai	0.5	0.5	$0.002	1/3	11.2s
Total Tests 3 Wrong Tests 2 Total Cost $0.002 Response Time (avg) 11.2s
#395	Decider V1.1 27B default	Perplexity	0.5	0.3	$0.002	1/2	305ms
Total Tests 2 Wrong Tests 1 Total Cost $0.002 Response Time (avg) 305ms
#403	Tev1 4B Experimental default	Togethercomputer	0.0	1.0	$0.002	0/0	0ms
Total Tests 0 Wrong Tests 0 Total Cost $0.002 Response Time (avg) 0ms
#401	LFM2-24B-A2B default	Liquid	0.0	0.2	$0.001	0/0	0ms
Total Tests 0 Wrong Tests 0 Total Cost $0.001 Response Time (avg) 0ms
#85	Ling 3.1 Flash medium	Inclusionai	1.0	0.8	$0.000	3/3	87.1s
Total Tests 3 Wrong Tests 0 Total Cost $0.000 Response Time (avg) 87.1s
#110	Ling 3.1 Flash high	Inclusionai	0.8	0.8	$0.000	2/3	83.4s
Total Tests 3 Wrong Tests 1 Total Cost $0.000 Response Time (avg) 83.4s
#127	Space Bunny Alpha high	Stealth	0.6	0.8	$0.000	1/3	8.29s
Total Tests 3 Wrong Tests 2 Total Cost $0.000 Response Time (avg) 8.29s
#184	Space Bunny Alpha max	Stealth	0.6	0.7	$0.000	1/3	17.1s
Total Tests 3 Wrong Tests 2 Total Cost $0.000 Response Time (avg) 17.1s
#195	Apodex 1.1 Mini high	Apodex	0.6	0.7	$0.000	0/3	47.0s
Total Tests 3 Wrong Tests 3 Total Cost $0.000 Response Time (avg) 47.0s

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