Combined Model Ranking

See which AI models perform best on Combined, which ones stay reliable, and where the biggest gaps appear. Sort by: Metric ↑.

Models Shown

Average Combined Score

5.8

Best Model

Gemini 3 PRO Preview 1.5

Failure Reasons

With failure reason Invalid tool call147 With failure reason Wrong answer95 With failure reason No answer43 With failure reason API error37 With failure reason Timed out9 With failure reason Did not follow instructions1 With failure reason Extra formatting1

311/311

Rank	Model	Company	Combined Score	Score	Total Cost	Tests Correct	Response Time (avg)
#31	Claude Opus 4.8 medium	Anthropic	9.9	8.8	$1.983	2/2	54.3s
Total Tests 2 Wrong Tests 0 Total Cost $1.983 Response Time (avg) 54.3s
#50	Inkling Small high	Thinkingmachines	9.9	8.4	$0.398	2/2	40.4s
Total Tests 2 Wrong Tests 0 Total Cost $0.398 Response Time (avg) 40.4s
#78	Claude Opus 4.8 low	Anthropic	9.9	7.8	$2.089	2/2	36.9s
Total Tests 2 Wrong Tests 0 Total Cost $2.089 Response Time (avg) 36.9s
#90	GPT-5.4 Nano medium	OpenAI	9.9	7.5	$0.142	2/2	32.2s
Total Tests 2 Wrong Tests 0 Total Cost $0.142 Response Time (avg) 32.2s
#203	Dots 3 Note Preview medium	Dots Studio	9.9	5.9	$0.000	2/2	60.8s
Total Tests 2 Wrong Tests 0 Total Cost $0.000 Response Time (avg) 60.8s
#1	Gemini 3.6 Flash high	Google	10.0	9.9	$0.699	2/2	65.1s
Total Tests 2 Wrong Tests 0 Total Cost $0.699 Response Time (avg) 65.1s
#2	Gemini 3.8 Flash high	Google	10.0	9.9	$1.595	2/2	115.7s
Total Tests 2 Wrong Tests 0 Total Cost $1.595 Response Time (avg) 115.7s
#3	Gemini 3.7 Flash high	Google	10.0	9.8	$0.646	2/2	57.2s
Total Tests 2 Wrong Tests 0 Total Cost $0.646 Response Time (avg) 57.2s
#4	Gemini 3.6 Flash medium	Google	10.0	9.8	$0.427	2/2	49.0s
Total Tests 2 Wrong Tests 0 Total Cost $0.427 Response Time (avg) 49.0s
#5	GPT-5.6 Sol low	OpenAI	10.0	9.5	$0.357	2/2	14.6s
Total Tests 2 Wrong Tests 0 Total Cost $0.357 Response Time (avg) 14.6s
#6	Gemini 3 Flash Preview medium	Google	10.0	9.5	$0.763	2/2	26.7s
Total Tests 2 Wrong Tests 0 Total Cost $0.763 Response Time (avg) 26.7s
#8	Gemini 3.7 Flash medium	Google	10.0	9.4	$0.309	2/2	20.9s
Total Tests 2 Wrong Tests 0 Total Cost $0.309 Response Time (avg) 20.9s
#9	GPT-5.6 Sol medium	OpenAI	10.0	9.4	$0.508	2/2	17.6s
Total Tests 2 Wrong Tests 0 Total Cost $0.508 Response Time (avg) 17.6s
#10	GPT-5.6 Sol high	OpenAI	10.0	9.4	$0.446	2/2	25.0s
Total Tests 2 Wrong Tests 0 Total Cost $0.446 Response Time (avg) 25.0s
#11	GPT-5.5 low	OpenAI	10.0	9.3	$1.257	2/2	13.7s
Total Tests 2 Wrong Tests 0 Total Cost $1.257 Response Time (avg) 13.7s

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