Combined Model Ranking

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

Models Shown

Average Combined Score

0.6

Best Model

Failure Reasons

With failure reason Invalid tool call180 With failure reason Wrong answer128 With failure reason API error62 With failure reason No answer56 With failure reason Timed out11 With failure reason Did not follow instructions1 With failure reason Extra formatting1

451/451

Rank	Model	Company	Combined Score	Score	Total Cost	Tests Correct	Response Time (avg)
#417	Command A+ medium	Cohere	0.3	0.3	$0.064	0/2	89.3s
Total Tests 2 Wrong Tests 2 Total Cost $0.064 Response Time (avg) 89.3s
#421	Xing4.0 29b A4b none	Xingchen AGI	0.3	0.3	$0.000	0/2	32.4s
Total Tests 2 Wrong Tests 2 Total Cost $0.000 Response Time (avg) 32.4s
#423	Command A+ high	Cohere	0.3	0.3	$0.079	0/2	80.7s
Total Tests 2 Wrong Tests 2 Total Cost $0.079 Response Time (avg) 80.7s
#426	Command A+ none	Cohere	0.3	0.3	$0.000	0/2	46.6s
Total Tests 2 Wrong Tests 2 Total Cost $0.000 Response Time (avg) 46.6s
#427	Command A+ low	Cohere	0.3	0.3	$0.073	0/2	83.5s
Total Tests 2 Wrong Tests 2 Total Cost $0.073 Response Time (avg) 83.5s
#197	Gemma 4 31B medium	Google	0.3	0.7	$0.144	0/2	433.1s
Total Tests 2 Wrong Tests 2 Total Cost $0.144 Response Time (avg) 433.1s
#203	Inkling low	Thinkingmachines	0.3	0.7	$0.293	0/2	22.7s
Total Tests 2 Wrong Tests 2 Total Cost $0.293 Response Time (avg) 22.7s
#210	Qwen3.5-Flash none	Qwen	0.3	0.7	$0.089	0/2	243.6s
Total Tests 2 Wrong Tests 2 Total Cost $0.089 Response Time (avg) 243.6s
#276	Apodex 1.1 Mini low	Apodex	0.3	0.6	$0.000	0/2	95.2s
Total Tests 2 Wrong Tests 2 Total Cost $0.000 Response Time (avg) 95.2s
#277	Inkling none	Thinkingmachines	0.3	0.6	$0.292	0/2	25.7s
Total Tests 2 Wrong Tests 2 Total Cost $0.292 Response Time (avg) 25.7s
#285	MiMo-V2.6-Pro none	Xiaomi	0.3	0.6	$0.193	0/2	7.78s
Total Tests 2 Wrong Tests 2 Total Cost $0.193 Response Time (avg) 7.78s
#297	GPT-5.6 Terra none	OpenAI	0.3	0.6	$0.377	0/2	7.02s
Total Tests 2 Wrong Tests 2 Total Cost $0.377 Response Time (avg) 7.02s
#317	Ling 3.1 Flash none	Inclusionai	0.3	0.5	$0.000	0/2	25.4s
Total Tests 2 Wrong Tests 2 Total Cost $0.000 Response Time (avg) 25.4s
#325	North Mini Code medium	Cohere	0.3	0.5	$0.000	0/2	554.9s
Total Tests 2 Wrong Tests 2 Total Cost $0.000 Response Time (avg) 554.9s
#326	Hy4 preview low	Tencent	0.3	0.5	$1.844	0/2	139.4s
Total Tests 2 Wrong Tests 2 Total Cost $1.844 Response Time (avg) 139.4s

Combined Ranking

Filter models

Top Models by Combined Score

Combined Score vs Total Cost

Top Models by Response Time (avg)