Instructions following Model Ranking

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

Models Shown

Average Instructions following Score

0.8

Best Model

Gemini 3.6 Flash 1.0

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)
#1	Gemini 3.6 Flash high	Google	1.0	1.0	$0.900	2/2	4.07s
Total Tests 2 Wrong Tests 0 Total Cost $0.900 Response Time (avg) 4.07s
#2	Gemini 3.8 Flash high	Google	1.0	1.0	$1.927	2/2	4.73s
Total Tests 2 Wrong Tests 0 Total Cost $1.927 Response Time (avg) 4.73s
#3	GPT-6 Sol high	OpenAI	1.0	1.0	$0.921	2/2	15.6s
Total Tests 2 Wrong Tests 0 Total Cost $0.921 Response Time (avg) 15.6s
#4	GPT-6.1 Sol max	OpenAI	1.0	1.0	$1.006	2/2	5.54s
Total Tests 2 Wrong Tests 0 Total Cost $1.006 Response Time (avg) 5.54s
#5	GPT-6 Astra max	OpenAI	1.0	1.0	$5.044	2/2	6.34s
Total Tests 2 Wrong Tests 0 Total Cost $5.044 Response Time (avg) 6.34s
#6	GPT-6.1 Sol xhigh	OpenAI	1.0	1.0	$1.377	2/2	3.78s
Total Tests 2 Wrong Tests 0 Total Cost $1.377 Response Time (avg) 3.78s
#7	GPT-6 Astra high	OpenAI	1.0	1.0	$4.458	2/2	3.58s
Total Tests 2 Wrong Tests 0 Total Cost $4.458 Response Time (avg) 3.58s
#8	GPT-6 Astra xhigh	OpenAI	1.0	1.0	$6.213	2/2	4.91s
Total Tests 2 Wrong Tests 0 Total Cost $6.213 Response Time (avg) 4.91s
#9	Gemini 3.7 Flash high	Google	1.0	1.0	$0.528	2/2	3.77s
Total Tests 2 Wrong Tests 0 Total Cost $0.528 Response Time (avg) 3.77s
#10	Gemini 3.6 Flash medium	Google	1.0	1.0	$0.577	2/2	3.82s
Total Tests 2 Wrong Tests 0 Total Cost $0.577 Response Time (avg) 3.82s
#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
#12	GPT-6.1 Sol high	OpenAI	1.0	1.0	$0.755	2/2	3.63s
Total Tests 2 Wrong Tests 0 Total Cost $0.755 Response Time (avg) 3.63s
#13	GPT-5.6 Sol low	OpenAI	1.0	1.0	$1.244	2/2	2.27s
Total Tests 2 Wrong Tests 0 Total Cost $1.244 Response Time (avg) 2.27s
#14	GPT-6 Astra low	OpenAI	1.0	1.0	$2.160	2/2	2.65s
Total Tests 2 Wrong Tests 0 Total Cost $2.160 Response Time (avg) 2.65s
#15	Gemini 3 Flash Preview medium	Google	1.0	1.0	$0.876	2/2	4.04s
Total Tests 2 Wrong Tests 0 Total Cost $0.876 Response Time (avg) 4.04s

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