Agentic Model Ranking

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

Models Shown

Average Agentic Score

5.8

Best Model

Space Bunny Alpha 10.0

Failure Reasons

With failure reason Wrong answer110 With failure reason Invalid tool call40 With failure reason API error32 With failure reason Did not follow instructions10 With failure reason Timed out10

380/380

Rank	Model	Company	Agentic Score	Score	Total Cost	Tests Correct	Response Time (avg)
#141	Qwen3.8 27B medium	Qwen	4.7	7.2	~$0.073	0/1	187.9s
Total Tests 1 Wrong Tests 1 Total Cost ~$0.073 Response Time (avg) 187.9s
#372	Command A+ low	Cohere	2.8	3.0	$0.073	0/1	128.5s
Total Tests 1 Wrong Tests 1 Total Cost $0.073 Response Time (avg) 128.5s
#111	GPT-6 Luna high	OpenAI	5.2	7.7	$0.074	0/1	82.8s
Total Tests 1 Wrong Tests 1 Total Cost $0.074 Response Time (avg) 82.8s
#165	GPT-5.6 Luna low	OpenAI	10.0	6.9	$0.075	1/1	45.7s
Total Tests 1 Wrong Tests 0 Total Cost $0.075 Response Time (avg) 45.7s
#187	Qwen3.7 Flash medium	Qwen	5.2	6.6	$0.076	0/1	149.0s
Total Tests 1 Wrong Tests 1 Total Cost $0.076 Response Time (avg) 149.0s
#288	KAT Coder AIR V2.5 high	Kwaipilot	3.0	5.2	$0.077	0/1	1.10s
Total Tests 1 Wrong Tests 1 Total Cost $0.077 Response Time (avg) 1.10s
#368	Command A+ high	Cohere	3.9	3.2	$0.079	0/1	156.0s
Total Tests 1 Wrong Tests 1 Total Cost $0.079 Response Time (avg) 156.0s
#242	Gemini 3.1 Flash Lite minimal	Google	5.0	5.9	$0.080	0/1	50.0s
Total Tests 1 Wrong Tests 1 Total Cost $0.080 Response Time (avg) 50.0s
#296	Laguna S 2.1 medium	Poolside	3.4	5.0	$0.080	0/1	165.0s
Total Tests 1 Wrong Tests 1 Total Cost $0.080 Response Time (avg) 165.0s
#264	Nemotron 3 Super medium	NVIDIA	4.7	5.5	$0.081	0/1	138.3s
Total Tests 1 Wrong Tests 1 Total Cost $0.081 Response Time (avg) 138.3s
#200	Laguna XS 2.1 medium	Poolside	6.1	6.4	$0.083	0/1	66.4s
Total Tests 1 Wrong Tests 1 Total Cost $0.083 Response Time (avg) 66.4s
#132	GLM 5.3 Flash high	Z.ai	7.4	7.3	$0.084	0/1	111.5s
Total Tests 1 Wrong Tests 1 Total Cost $0.084 Response Time (avg) 111.5s
#131	Gemma 4 26B A4B medium	Google	10.0	7.3	$0.086	1/1	107.1s
Total Tests 1 Wrong Tests 0 Total Cost $0.086 Response Time (avg) 107.1s
#357	Grok 4.20 Beta none	X AI	0.0	3.6	$0.087	0/0	0ms
Total Tests 0 Wrong Tests 0 Total Cost $0.087 Response Time (avg) 0ms
#117	Qwen3.8 27B low	Qwen	6.1	7.6	~$0.089	0/1	211.3s
Total Tests 1 Wrong Tests 1 Total Cost ~$0.089 Response Time (avg) 211.3s

Agentic Ranking

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Agentic Score vs Total Cost

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Agentic Ranking

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Top Models by Agentic Score

Agentic Score vs Total CostEstimated GPU electricity cost only. It excludes the rest of the computer and hardware ownership. NVIDIA GeForce RTX 3090: 0.7349 h × 0.300 kW × €0.2896/kWh × 1.138 USD/EUR = ~$0.072660.

Top Models by Response Time (avg)

Agentic Score vs Total Cost