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: Tests Correct ↑.

Models Shown

Average Instructions following Score

0.8

Best Model

Minimax M3.1 Flash 0.5

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)
#349	KAT Coder AIR V2.5 high	Kwaipilot	1.0	0.5	$0.077	2/2	1.51s
Total Tests 2 Wrong Tests 0 Total Cost $0.077 Response Time (avg) 1.51s
#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
#351	MiMo-V2-Flash medium	Xiaomi	1.0	0.5	$0.043	2/2	4.28s
Total Tests 2 Wrong Tests 0 Total Cost $0.043 Response Time (avg) 4.28s
#355	KAT Coder AIR V2.5 medium	Kwaipilot	1.0	0.5	$0.048	2/2	1.50s
Total Tests 2 Wrong Tests 0 Total Cost $0.048 Response Time (avg) 1.50s
#363	KAT Coder AIR V2.5 low	Kwaipilot	1.0	0.5	$0.046	2/2	1.64s
Total Tests 2 Wrong Tests 0 Total Cost $0.046 Response Time (avg) 1.64s
#364	Grok 4.20 Beta medium	X AI	1.0	0.5	$0.750	2/2	4.89s
Total Tests 2 Wrong Tests 0 Total Cost $0.750 Response Time (avg) 4.89s
#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
#374	Hy3 preview high	Tencent	1.0	0.5	$0.135	2/2	34.4s
Total Tests 2 Wrong Tests 0 Total Cost $0.135 Response Time (avg) 34.4s
#382	DeepSeek V3.2 none	DeepSeek	1.0	0.5	$0.119	2/2	1.52s
Total Tests 2 Wrong Tests 0 Total Cost $0.119 Response Time (avg) 1.52s
#391	Ling 2.6 Flash default	Inclusionai	1.0	0.5	$0.002	2/2	5.52s
Total Tests 2 Wrong Tests 0 Total Cost $0.002 Response Time (avg) 5.52s
#392	Hy3 preview low	Tencent	1.0	0.5	$0.042	2/2	16.0s
Total Tests 2 Wrong Tests 0 Total Cost $0.042 Response Time (avg) 16.0s
#393	Ring 2.6 1t default	Inclusionai	1.0	0.4	$0.026	2/2	27.4s
Total Tests 2 Wrong Tests 0 Total Cost $0.026 Response Time (avg) 27.4s
#396	KAT Coder AIR V2.5 default	Kwaipilot	1.0	0.4	$0.070	2/2	1.75s
Total Tests 2 Wrong Tests 0 Total Cost $0.070 Response Time (avg) 1.75s
#399	Cobuddy medium	Baidu	1.0	0.4	$0.000	2/2	11.6s
Total Tests 2 Wrong Tests 0 Total Cost $0.000 Response Time (avg) 11.6s
#401	Gemini 3.1 Flash Lite Preview high	Google	1.0	0.4	$2.310	2/2	64.0s
Total Tests 2 Wrong Tests 0 Total Cost $2.310 Response Time (avg) 64.0s

Instructions following Ranking

Filter models

Top Models by Instructions following Score

Instructions following Score vs Total Cost

Top Models by Response Time (avg)