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)
#263	DeepSeek V3.2 medium	DeepSeek	0.7	0.6	$0.152	1/2	79.9s
Total Tests 2 Wrong Tests 1 Total Cost $0.152 Response Time (avg) 79.9s
#279	Step 5 Preview medium	Stepfun	0.7	0.6	$4.136	1/2	125.0s
Total Tests 2 Wrong Tests 1 Total Cost $4.136 Response Time (avg) 125.0s
#300	Ring 2.6 1t medium	Inclusionai	0.7	0.6	$0.102	1/2	257.3s
Total Tests 2 Wrong Tests 1 Total Cost $0.102 Response Time (avg) 257.3s
#311	Step 5 Preview low	Stepfun	0.7	0.6	$4.110	1/2	40.9s
Total Tests 2 Wrong Tests 1 Total Cost $4.110 Response Time (avg) 40.9s
#79	Claude Sonnet 5 medium	Anthropic	0.7	0.9	$1.438	1/2	51.9s
Total Tests 2 Wrong Tests 1 Total Cost $1.438 Response Time (avg) 51.9s
#42	Pareto default	Unbiased	0.7	0.9	$1.520	1/2	53.5s
Total Tests 2 Wrong Tests 1 Total Cost $1.520 Response Time (avg) 53.5s
#186	Gemini 3.1 Flash Lite Preview medium	Google	0.7	0.7	$0.158	1/2	16.6s
Total Tests 2 Wrong Tests 1 Total Cost $0.158 Response Time (avg) 16.6s
#195	Gemini 3.1 Flash Lite medium	Google	0.7	0.7	$0.153	1/2	18.5s
Total Tests 2 Wrong Tests 1 Total Cost $0.153 Response Time (avg) 18.5s
#181	Minimax M3.1 Flash low	Minimax	0.7	0.7	$0.000	1/2	20.6s
Total Tests 2 Wrong Tests 1 Total Cost $0.000 Response Time (avg) 20.6s
#256	Minimax M3.1 Flash medium	Minimax	0.7	0.6	$0.000	1/2	94.3s
Total Tests 2 Wrong Tests 1 Total Cost $0.000 Response Time (avg) 94.3s
#123	MiMo-V2.6-Flash medium	Xiaomi	0.7	0.8	$0.218	1/2	20.7s
Total Tests 2 Wrong Tests 1 Total Cost $0.218 Response Time (avg) 20.7s
#114	Qwen3.8 Flash Next low	Qwen	0.7	0.8	~$0.045	1/2	98.9s
Total Tests 2 Wrong Tests 1 Total Cost ~$0.045 Response Time (avg) 98.9s
#119	GPT-5.4 Mini medium	OpenAI	0.7	0.8	$1.102	1/2	59.6s
Total Tests 2 Wrong Tests 1 Total Cost $1.102 Response Time (avg) 59.6s
#122	Qwen3.8 2.4T A95B high	Qwen	0.7	0.8	$2.949	1/2	266.1s
Total Tests 2 Wrong Tests 1 Total Cost $2.949 Response Time (avg) 266.1s
#169	Qwen3.5 Plus 2026-02-15 medium	Qwen	0.7	0.7	$0.567	1/2	175.8s
Total Tests 2 Wrong Tests 1 Total Cost $0.567 Response Time (avg) 175.8s

Combined Ranking

Filter models

Top Models by Combined Score

Combined Score vs Total Cost

Top Models by Response Time (avg)

Combined Ranking

Filter models

Top Models by Combined Score

Combined Score vs Total CostEstimated GPU electricity cost only. It excludes the rest of the computer and hardware ownership. NVIDIA GeForce RTX 3090: 0.4535 h × 0.300 kW × €0.2896/kWh × 1.138 USD/EUR = ~$0.044834.

Top Models by Response Time (avg)

Combined Score vs Total Cost