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

Gemini 3 Flash Preview 0.0

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)
#417	Ling 3.0 Tiny high	Inclusionai	0.7	0.4	$0.000	1/2	3.10s
Total Tests 2 Wrong Tests 1 Total Cost $0.000 Response Time (avg) 3.10s
#11	GPT-6.1 Sol medium	OpenAI	1.0	1.0	$0.530	2/2	3.11s
Total Tests 2 Wrong Tests 0 Total Cost $0.530 Response Time (avg) 3.11s
#67	GPT-5.4 medium	OpenAI	1.0	0.9	$2.213	2/2	3.11s
Total Tests 2 Wrong Tests 0 Total Cost $2.213 Response Time (avg) 3.11s
#73	GPT-5.2 medium	OpenAI	1.0	0.9	$1.558	2/2	3.12s
Total Tests 2 Wrong Tests 0 Total Cost $1.558 Response Time (avg) 3.12s
#100	Claude Haiku 5.5 high	Anthropic	1.0	0.8	$0.088	2/2	3.19s
Total Tests 2 Wrong Tests 0 Total Cost $0.088 Response Time (avg) 3.19s
#368	Gemini 3 PRO Preview medium	Google	1.0	0.5	$0.385	2/2	3.26s
Total Tests 2 Wrong Tests 0 Total Cost $0.385 Response Time (avg) 3.26s
#104	Claude Opus 4.8 medium	Anthropic	1.0	0.8	$3.490	2/2	3.32s
Total Tests 2 Wrong Tests 0 Total Cost $3.490 Response Time (avg) 3.32s
#44	Claude Haiku 5.5 xhigh	Anthropic	1.0	0.9	$0.140	2/2	3.34s
Total Tests 2 Wrong Tests 0 Total Cost $0.140 Response Time (avg) 3.34s
#101	Gemini 3.5 Flash high	Google	1.0	0.8	$2.737	2/2	3.35s
Total Tests 2 Wrong Tests 0 Total Cost $2.737 Response Time (avg) 3.35s
#350	Mimo V2 PRO medium	Xiaomi	1.0	0.5	$0.333	2/2	3.36s
Total Tests 2 Wrong Tests 0 Total Cost $0.333 Response Time (avg) 3.36s
#38	GPT-5.5 medium	OpenAI	1.0	0.9	$4.809	2/2	3.36s
Total Tests 2 Wrong Tests 0 Total Cost $4.809 Response Time (avg) 3.36s
#282	Gemini 3.5 Flash none	Google	1.0	0.6	$1.752	2/2	3.38s
Total Tests 2 Wrong Tests 0 Total Cost $1.752 Response Time (avg) 3.38s
#242	GLM 5.3 low	Z.ai	1.0	0.6	$0.215	2/2	3.40s
Total Tests 2 Wrong Tests 0 Total Cost $0.215 Response Time (avg) 3.40s
#407	Qwen3.6 Plus Preview medium	Qwen	0.7	0.4	$0.000	1/2	3.40s
Total Tests 2 Wrong Tests 1 Total Cost $0.000 Response Time (avg) 3.40s
#40	Qwen3.8 MAX medium	Qwen	1.0	0.9	$1.181	2/2	3.49s
Total Tests 2 Wrong Tests 0 Total Cost $1.181 Response Time (avg) 3.49s

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