Which AI model scores highest on AutomationBench?

Qwen3.8-Max-0902 by Qwen holds the best AutomationBench result among tracked models, at 50.8% (released Sep 2 2026). Higher scores are better on this benchmark.

What are the top 5 models on AutomationBench?

1. Qwen3.8-Max-0902 (Qwen) — 50.8%; 2. Muse Spark 1.3 (Meta) — 49.4%; 3. GLM-5.3-Flash (Z.ai) — 48.8%; 4. GLM-5.3 (Z.ai) — 48.2%; 5. GPT-6 Astra (OpenAI) — 41.4%.

How many models have a published AutomationBench score?

10 tracked models have a published AutomationBench score. Scores are the figures reported by each lab at that model's release, so this page is a record of results over time rather than a re-run leaderboard.

What is the best open model on AutomationBench?

GLM-5.3-Flash by Z.ai is the highest-ranked model with downloadable weights on AutomationBench, scoring 48.8% at rank 3 overall.

Business workflows

AutomationBench

Tests whether the AI can run real multi-step business workflows — the kind of end-to-end office processes companies want to automate — from start to finish. Higher is better.

Rankings

Higher is better

DeepSeek-V4-Flash-0731

25.1%

AutomationBench — frequently asked questions

: Tests whether the AI can run real multi-step business workflows — the kind of end-to-end office processes companies want to automate — from start to finish. Higher is better.
: Qwen3.8-Max-0902 by Qwen holds the best AutomationBench result among tracked models, at 50.8% (released Sep 2 2026). Higher scores are better on this benchmark.
: 1. Qwen3.8-Max-0902 (Qwen) — 50.8%; 2. Muse Spark 1.3 (Meta) — 49.4%; 3. GLM-5.3-Flash (Z.ai) — 48.8%; 4. GLM-5.3 (Z.ai) — 48.2%; 5. GPT-6 Astra (OpenAI) — 41.4%.
: 10 tracked models have a published AutomationBench score. Scores are the figures reported by each lab at that model's release, so this page is a record of results over time rather than a re-run leaderboard.
: GLM-5.3-Flash by Z.ai is the highest-ranked model with downloadable weights on AutomationBench, scoring 48.8% at rank 3 overall.