Instructions following Model Ranking

See which AI models perform best on Instructions following, which ones stay reliable, and where the biggest gaps appear. Sort by: Response Time (avg) ↓.

Models Shown

Average Instructions following Score

0.8

Best Model

Command A+ 0.3

Failure Reasons

With failure reason Wrong answer118 With failure reason Did not follow instructions82 With failure reason API error25 With failure reason Extra formatting8 With failure reason Timed out5 With failure reason No answer2

461/461

Rank	Model	Company	Instructions following Score	Score	Total Cost	Tests Correct	Response Time (avg)
#155	Space Bunny Alpha high	Stealth	0.6	0.8	$0.000	1/2	2.04s
Total Tests 2 Wrong Tests 1 Total Cost $0.000 Response Time (avg) 2.04s
#207	GPT-5.6 Luna low	OpenAI	0.8	0.7	$0.049	1/2	2.04s
Total Tests 2 Wrong Tests 1 Total Cost $0.049 Response Time (avg) 2.04s
#20	GPT-6 Sol medium	OpenAI	1.0	0.9	$0.703	2/2	2.00s
Total Tests 2 Wrong Tests 0 Total Cost $0.703 Response Time (avg) 2.00s
#243	GLM 5.1 none	Z.ai	1.0	0.6	$0.451	2/2	1.98s
Total Tests 2 Wrong Tests 0 Total Cost $0.451 Response Time (avg) 1.98s
#143	Muse Wonder high	Meta	0.7	0.8	$3.426	1/2	1.97s
Total Tests 2 Wrong Tests 1 Total Cost $3.426 Response Time (avg) 1.97s
#385	GLM 5V Turbo none	Z.ai	0.7	0.5	$0.052	1/2	1.97s
Total Tests 2 Wrong Tests 1 Total Cost $0.052 Response Time (avg) 1.97s
#292	Claude Sonnet 4.6 none	Anthropic	0.7	0.6	$0.661	1/2	1.96s
Total Tests 2 Wrong Tests 1 Total Cost $0.661 Response Time (avg) 1.96s
#144	GPT-6 Luna high	OpenAI	0.8	0.8	$0.074	1/2	1.92s
Total Tests 2 Wrong Tests 1 Total Cost $0.074 Response Time (avg) 1.92s
#262	Qwen3.6 27B none	Qwen	0.6	0.6	$0.148	1/2	1.92s
Total Tests 2 Wrong Tests 1 Total Cost $0.148 Response Time (avg) 1.92s
#208	Claude Sonnet 5.5 low	Anthropic	0.6	0.7	$0.909	1/2	1.91s
Total Tests 2 Wrong Tests 1 Total Cost $0.909 Response Time (avg) 1.91s
#195	Gemini 3.1 Flash Lite Preview medium	Google	1.0	0.7	$0.158	2/2	1.91s
Total Tests 2 Wrong Tests 0 Total Cost $0.158 Response Time (avg) 1.91s
#346	Inkling Small low	Thinkingmachines	1.0	0.5	$0.055	2/2	1.89s
Total Tests 2 Wrong Tests 0 Total Cost $0.055 Response Time (avg) 1.89s
#236	Claude Sonnet 5.5 medium	Anthropic	0.6	0.7	$1.100	1/2	1.88s
Total Tests 2 Wrong Tests 1 Total Cost $1.100 Response Time (avg) 1.88s
#121	GPT-5.4 Nano medium	OpenAI	1.0	0.8	$0.235	2/2	1.88s
Total Tests 2 Wrong Tests 0 Total Cost $0.235 Response Time (avg) 1.88s
#51	Gemini 3.5 Flash low	Google	1.0	0.9	$0.752	2/2	1.86s
Total Tests 2 Wrong Tests 0 Total Cost $0.752 Response Time (avg) 1.86s

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