reasoning benchmark
AutomationBench
AutomationBench is a tool-use benchmark that evaluates AI agents on automating real-world workflows, testing their ability to orchestrate tools and complete multi-step automation tasks.
Updated Aug 11, 2026
Models8
Model coverage8
MetricScore
EvidenceB
AutomationBench Ranking
Higher score ranks better on this benchmark.
| 1 | MA | 30.8% | 100.0% | 8 | C | |
| 2 | AN | 26.0% | 85.7% | 8 | C | |
| 3 | DE | 25.1% | 71.4% | 8 | C | |
| 4 | OP | 18.1% | 57.1% | 8 | C | |
| 5 | AN | 17.4% | 42.9% | 8 | C | |
| 6 | OP | 15.2% | 28.6% | 8 | C | |
| 7 | OP | 14.9% | 14.3% | 8 | C | |
| 8 | AN | 13.5% | 0.0% | 8 | C |
AutomationBench Score Distribution
A closer view of the leading scores on this benchmark.
AutomationBench Highlights
The leading models and scores on this benchmark.
What is AutomationBench?
What AutomationBench measures and how its scores work.
AutomationBench is a tool-use benchmark that evaluates AI agents on automating real-world workflows, testing their ability to orchestrate tools and complete multi-step automation tasks.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- AutomationBench
- Modality
- text
- Primary category
- reasoning
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- automationbench|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about AutomationBench.
Which model scores highest on AutomationBench?
Kimi K3 is currently ranked first with 30.8%.
What does AutomationBench measure?
AutomationBench is a tool-use benchmark that evaluates AI agents on automating real-world workflows, testing their ability to orchestrate tools and complete multi-step automation tasks.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
8 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.