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)
#144	GPT-6 Luna low	OpenAI	0.7	0.8	$0.033	1/2	49.8s
Total Tests 2 Wrong Tests 1 Total Cost $0.033 Response Time (avg) 49.8s
#148	Seed-2.0-Mini medium	Bytedance Seed	0.7	0.8	$0.140	1/2	282.3s
Total Tests 2 Wrong Tests 1 Total Cost $0.140 Response Time (avg) 282.3s
#150	Seed-2.0-Code high	Bytedance Seed	0.7	0.7	$1.448	1/2	144.9s
Total Tests 2 Wrong Tests 1 Total Cost $1.448 Response Time (avg) 144.9s
#156	Grok 4.7 low	X AI	0.7	0.7	$1.933	1/2	31.2s
Total Tests 2 Wrong Tests 1 Total Cost $1.933 Response Time (avg) 31.2s
#159	Inkling medium	Thinkingmachines	0.7	0.7	$0.527	1/2	41.2s
Total Tests 2 Wrong Tests 1 Total Cost $0.527 Response Time (avg) 41.2s
#167	Gemini 3.5 Flash Lite medium	Google	0.7	0.7	$0.440	1/2	17.9s
Total Tests 2 Wrong Tests 1 Total Cost $0.440 Response Time (avg) 17.9s
#174	LongCat 2.0 medium	Meituan	0.7	0.7	$0.767	1/2	151.0s
Total Tests 2 Wrong Tests 1 Total Cost $0.767 Response Time (avg) 151.0s
#176	Step 3.7 Flash low	Stepfun	0.7	0.7	$0.449	1/2	66.2s
Total Tests 2 Wrong Tests 1 Total Cost $0.449 Response Time (avg) 66.2s
#179	Qwen3.8 Flash Next xhigh	Qwen	0.7	0.7	~$0.195	1/2	92.2s
Total Tests 2 Wrong Tests 1 Total Cost ~$0.195 Response Time (avg) 92.2s
#184	GPT-5.2 Chat default	OpenAI	0.7	0.7	$0.594	1/2	13.9s
Total Tests 2 Wrong Tests 1 Total Cost $0.594 Response Time (avg) 13.9s
#185	Qwen3.6 Max Preview medium	Qwen	0.7	0.7	$1.132	1/2	177.5s
Total Tests 2 Wrong Tests 1 Total Cost $1.132 Response Time (avg) 177.5s
#187	Kimi K2.7 Code medium	Moonshot AI	0.7	0.7	$1.136	1/2	66.0s
Total Tests 2 Wrong Tests 1 Total Cost $1.136 Response Time (avg) 66.0s
#235	KAT-Coder-Pro V2.5 high	Kwaipilot	0.7	0.6	$0.506	1/2	106.7s
Total Tests 2 Wrong Tests 1 Total Cost $0.506 Response Time (avg) 106.7s
#243	Minimax M3.1 Flash xhigh	Minimax	0.7	0.6	$0.000	1/2	34.4s
Total Tests 2 Wrong Tests 1 Total Cost $0.000 Response Time (avg) 34.4s
#258	Solar Pro 4 high	Upstage	0.7	0.6	$0.077	1/2	167.4s
Total Tests 2 Wrong Tests 1 Total Cost $0.077 Response Time (avg) 167.4s

Combined Ranking

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Combined Score vs Total Cost

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Combined Ranking

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Combined Score vs Total CostEstimated GPU electricity cost only. It excludes the rest of the computer and hardware ownership. NVIDIA GeForce RTX 3090: 1.9676 h × 0.300 kW × €0.2896/kWh × 1.138 USD/EUR = ~$0.194534.

Top Models by Response Time (avg)

Combined Score vs Total Cost