reasoning benchmark
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
Higher score ranks better on this benchmark.
| 01 | MA | 30.8% | 100.0% | 8 | C | |
| 02 | AN | 26.0% | 85.7% | 8 | C | |
| 03 | DE | 25.1% | 71.4% | 8 | C | |
| 04 | OP | 18.1% | 57.1% | 8 | C | |
| 05 | AN | 17.4% | 42.9% | 8 | C | |
| 06 | OP | 15.2% | 28.6% | 8 | C | |
| 07 | OP | 14.9% | 14.3% | 8 | C | |
| 08 | AN | 13.5% | 0.0% | 8 | C |
A closer view of the leading scores on this benchmark.
The leading models and scores on this benchmark.
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.
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
Common questions about AutomationBench.
Kimi K3 is currently ranked first with 30.8%.
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.
Yes. Higher values rank better for this benchmark.
8 model results are currently shown.
Yes. This benchmark can contribute to the current LLMBoard capability score.