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)
#128	GLM 5.3 high	Z.ai	0.6	0.8	$0.495	1/2	64.0s
Total Tests 2 Wrong Tests 1 Total Cost $0.495 Response Time (avg) 64.0s
#136	Muse Glimmer 30B high	Meta	0.6	0.8	$0.506	1/2	115.4s
Total Tests 2 Wrong Tests 1 Total Cost $0.506 Response Time (avg) 115.4s
#137	Nemotron 3.5 Super VL medium	NVIDIA	0.6	0.8	$0.437	1/2	112.2s
Total Tests 2 Wrong Tests 1 Total Cost $0.437 Response Time (avg) 112.2s
#140	Qwen3.7 Flash low	Qwen	0.6	0.8	$0.071	1/2	217.8s
Total Tests 2 Wrong Tests 1 Total Cost $0.071 Response Time (avg) 217.8s
#143	Qwen3.8 Flash Next medium	Qwen	0.6	0.8	~$0.047	1/2	76.7s
Total Tests 2 Wrong Tests 1 Total Cost ~$0.047 Response Time (avg) 76.7s
#161	GLM 5.3 Flash high	Z.ai	0.6	0.7	$0.056	1/2	91.1s
Total Tests 2 Wrong Tests 1 Total Cost $0.056 Response Time (avg) 91.1s
#168	Qwen3.5-27B none	Qwen	0.6	0.7	$0.116	1/2	39.4s
Total Tests 2 Wrong Tests 1 Total Cost $0.116 Response Time (avg) 39.4s
#190	Qwen3.5-122B-A10B medium	Qwen	0.6	0.7	$1.152	1/2	313.5s
Total Tests 2 Wrong Tests 1 Total Cost $1.152 Response Time (avg) 313.5s
#194	Minimax M3.1 Flash max	Minimax	0.6	0.7	$0.000	1/2	39.9s
Total Tests 2 Wrong Tests 1 Total Cost $0.000 Response Time (avg) 39.9s
#196	Ember-1 high	Fireworks	0.6	0.7	$2.405	1/2	79.9s
Total Tests 2 Wrong Tests 1 Total Cost $2.405 Response Time (avg) 79.9s
#202	Qwen3.5-Flash medium	Qwen	0.6	0.7	$0.184	1/2	266.6s
Total Tests 2 Wrong Tests 1 Total Cost $0.184 Response Time (avg) 266.6s
#221	Qwen3.7 Flash medium	Qwen	0.6	0.7	$0.076	1/2	314.2s
Total Tests 2 Wrong Tests 1 Total Cost $0.076 Response Time (avg) 314.2s
#226	KAT-Coder-Pro V2.5 low	Kwaipilot	0.6	0.7	$0.568	1/2	111.9s
Total Tests 2 Wrong Tests 1 Total Cost $0.568 Response Time (avg) 111.9s
#231	Mercury 2.5 high	Inception	0.6	0.6	$0.044	1/2	16.0s
Total Tests 2 Wrong Tests 1 Total Cost $0.044 Response Time (avg) 16.0s
#241	Solar Pro 4 medium	Upstage	0.6	0.6	$0.098	1/2	294.8s
Total Tests 2 Wrong Tests 1 Total Cost $0.098 Response Time (avg) 294.8s

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: 0.4752 h × 0.300 kW × €0.2896/kWh × 1.138 USD/EUR = ~$0.046984.

Top Models by Response Time (avg)

Combined Score vs Total Cost