AutomationBench

Progress Over Time

Interactive timeline showing model performance evolution on AutomationBench

State-of-the-art frontier
Open
Proprietary

AutomationBench Leaderboard

7 models
ContextCostLicense
1
Moonshot AI
Moonshot AI
2.8T1.0M$3.00 / $15.00
2
Anthropic
Anthropic
1.0M$5.00 / $25.00
31.1M$5.00 / $30.00
41.0M$10.00 / $50.00
51.1M$2.50 / $15.00
61.1M$1.00 / $6.00
71.0M$3.00 / $15.00
Notice missing or incorrect data?

Sub-benchmarks

About this benchmark

What is 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.

AutomationBench is a text benchmark evaluating models on reasoning, agents, and tool calling tasks. LLM Stats tracks 7 models on this benchmark, scored on a 0–1 scale. The current average is 0.2, with the leader at 0.3.

Compare leaders on the best AI for reasoning, best AI for agents and best AI for tool calling leaderboards.

Current leaders

Kimi K3 from Moonshot AI currently leads the AutomationBench leaderboard with a score of 0.308 across 7 evaluated AI models.

1Kimi K3Moonshot AI30.8%
2Claude Opus 5Anthropic26.0%
3GPT-5.6 SolOpenAI18.1%

FAQ

Common questions about the AutomationBench benchmark and leaderboard.

What is the AutomationBench 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.

What is the AutomationBench leaderboard?

The AutomationBench leaderboard ranks 7 AI models based on their performance on this benchmark. Currently, Kimi K3 by Moonshot AI leads with a score of 0.308. The average score across all models is 0.194.

What is the highest AutomationBench score?

The highest AutomationBench score is 0.308, achieved by Kimi K3 from Moonshot AI.

How many models are evaluated on AutomationBench?

7 models have been evaluated on the AutomationBench benchmark, with 0 verified results and 7 self-reported results.

What categories does AutomationBench cover?

AutomationBench is categorized under reasoning, agents, and tool calling. The benchmark evaluates text models.

Are there variants of AutomationBench?

Yes. AutomationBench has 1 related variant: AutomationBench-AA.

What is the best open-source model on AutomationBench?

Kimi K3 by Moonshot AI is the top-ranked open-source model on AutomationBench, with a score of 0.308 (rank #1).

Which model offers the best value on AutomationBench?

Among models scoring within 10% of the leader, Kimi K3 from Moonshot AI is the cheapest, at $3.00 per million input tokens with a score of 0.308.

How recent are the AutomationBench leaderboard results?

The AutomationBench leaderboard was last updated in July 2026 and currently includes 7 evaluated models.