Automation Bench-AA

Automation Bench-AA is a benchmark for agentic abilities such as tool use, retrieval and autonomous workflows. The official description says: "Artificial Analysis-branded AutomationBench-AA eval; scores cited from artificialanalysis.ai in the Kimi K3.1 Pro card". Below we describe in simple words what benchmarks of this type generally examine.

Automation Bench-AA measures agentic abilities such as tool use, retrieval and autonomous workflows. In detail, it checks:

• choosing and calling the right tools for a task
• keeping track of what it has already done and what is left
• recovering from failed or contradicting tool results
• completing a defined workflow end-to-end

The score is accuracy: the percentage of tasks answered or solved correctly. 100% means every task was solved perfectly; higher is better.

Official methodology note: Artificial Analysis-branded AutomationBench-AA eval; scores cited from artificialanalysis.ai in the Kimi K3.1 Pro card. Distinct from Automation-Bench and AutomationBench (Public).

What is the Automation Bench-AA benchmark?

Automation Bench-AA is a benchmark for agentic abilities such as tool use, retrieval and autonomous workflows. The official description says: 'Artificial Analysis-branded AutomationBench-AA eval; scores cited from artificialanalysis.ai in the Kimi K3.1 Pro card'. Below we describe in simple words what benchmarks of this type generally examine.

What does Automation Bench-AA test?

Automation Bench-AA mainly measures agentic abilities such as tool use, retrieval and autonomous workflows. Concretely, it checks: choosing and calling the right tools for a task; keeping track of what it has already done and what is left; recovering from failed or contradicting tool results.

How is the Automation Bench-AA score calculated?

The score is accuracy: the percentage of tasks answered or solved correctly. 100% means every task was solved perfectly; higher is better. The declared maximum score of this benchmark is 100.0.

Where do I get Automation Bench-AA data and scores?

The official source is https://huggingface.co/moonshotai/Kimi-K3.1-Pro. The official benchmark page/reference is linked on this page. Every score on Open LLM Radar is also available as open data: download the scores JSON (http://open-llm-radar-api:8000/api/v1/benchmarks/automation-bench-aa/scores) or pull it directly from the Open LLM Radar API with any HTTP client.