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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

On this page

  • Ranking
  • Distribution
  • Highlights
  • About
  • FAQ

AutomationBench Ranking

Higher score ranks better on this benchmark.

8 rows
Columns

Show columns

01MAKimi K3Moonshot AI30.8%100.0%8CAug 11, 2026
02ANClaude Opus 5Anthropic26.0%85.7%8CAug 11, 2026
03DEDeepSeek-V4-Flash-0731DeepSeek25.1%71.4%8CAug 11, 2026
04OPGPT-5.6 SolOpenAI18.1%57.1%8CAug 11, 2026
05ANClaude Fable 5Anthropic17.4%42.9%8CAug 11, 2026
06OPGPT-5.6 TerraOpenAI15.2%28.6%8CAug 11, 2026
07OPGPT-5.6 LunaOpenAI14.9%14.3%8CAug 11, 2026
08ANClaude Sonnet 5Anthropic13.5%0.0%8CAug 11, 2026

AutomationBench Score Distribution

A closer view of the leading scores on this benchmark.

AutomationBench

AutomationBench Highlights

The leading models and scores on this benchmark.

Rank #1Kimi K330.8%Rank #2Claude Opus 526.0%Rank #3DeepSeek-V4-Flash-073125.1%Rank #4GPT-5.6 Sol18.1%

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.