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AutoClaw

AutoClaw is Z.ai’s early-access AI agent for work, with built-in skills for documents, data analysis, browser automation, and IM workflows. It supports both quick questions and complex multi-step tasks through Standard Mode and Cluster Mode.

AutoClaw

What AutoClaw is

AutoClaw is Z.ai’s official AI agent for work, positioned as an early-access product built around the GLM-5.3 model. The homepage describes it as an out-of-the-box AI assistant with more than 50 built-in skills for documents, data analysis, browser automation, and IM workflows.

The product is designed to handle both lightweight questions and multi-step work. The site highlights Standard Mode for fast answers and Cluster Mode for complex tasks such as research, document synthesis, data analysis, event planning, and content production. It also shows examples for spreadsheet analysis, business operations, social media operations, and design workflows.

Core capabilities

50+ built-in skills

The homepage describes AutoClaw as an out-of-the-box AI assistant with more than 50 built-in skills for documents, data analysis, browser automation, and IM workflows.

Work-focused task handling

The site highlights an AI agent for work, with examples including spreadsheet analysis, investment and financial planning, business operations, and social media operations.

Two execution modes

The blog explains that Standard Mode handles quick questions, while Cluster Mode breaks complex work into steps and assigns specialist roles.

External connectors

Changelog entries show connector support, including external applications and services, plus specific connectors such as Cloudflare and Vercel.

Multiple agent workspaces

Blog posts describe Multi-Agent as separate agents on one machine with isolated memories and shared memory for the same agent across messaging apps.

Design and export workflows

The blog and changelog mention Auto Design, editable canvas workflows, and exports to HTML, PDF, PPTX, and more.

Practical ways to use AutoClaw

  • Fast, low-complexity tasks

    Use Standard Mode for quick prompts that do not require a long workflow, such as straightforward questions or one-step assistance.

  • Complex multi-step projects

    Use Cluster Mode when a task needs planning, research, parallel work, auditing, and a structured final deliverable. The blog specifically cites research, document synthesis, data analysis, event planning, and content production.

  • Data and spreadsheet work

    Apply the spreadsheet and data-analysis capabilities to review tables, summarize findings, or support investment and financial planning workflows mentioned on the homepage.

  • Operations across apps

    Use the browser automation and IM workflow focus for operational tasks that move between apps and services, such as coordinating business operations or social media operations.

  • Design and presentation outputs

    Use Auto Design and related export options to turn prompts or PRDs into editable visuals and outputs such as HTML, PDF, and PPTX.

Pros and Cons

Pros

  • Broad built-in skill set for documents, analysis, browser automation, and IM workflows.
  • Clear split between quick-answer and complex-work modes.
  • Cluster Mode is described for research-heavy and synthesis-heavy tasks.
  • Changelog shows active development with recent fixes and new connectors.
  • Official site and blog provide concrete workflow examples, not just generic positioning.

Cons

  • The pricing URL currently returns a 404 page, so plan details are not visible from the provided sources.
  • Several capabilities are mentioned at a high level, but the source material gives limited step-by-step setup or integration documentation.

FAQ

What is AutoClaw used for?

AutoClaw is presented as an AI agent for work with built-in skills for documents, data analysis, browser automation, and IM workflows. The site also points to Standard Mode for quick questions and Cluster Mode for more complex work.

Is AutoClaw still being updated?

The homepage says AutoClaw is in early access for Z.ai’s GLM-5.3, and the blog and changelog show ongoing product updates. A download option is available from the site.

How does Cluster Mode differ from Standard Mode?

The blog says Standard Mode answers quick questions instantly, while Cluster Mode splits complex tasks into steps and assigns specialist roles for research, synthesis, data analysis, planning, and content production.

What does AutoClaw cost?

The source pages do not provide a pricing page with active plan details. A /pricing URL currently returns a 404 page not found.

What kinds of outputs can AutoClaw produce?

The official blog describes outputs such as polished reports, verified deliverables, editable visuals, and website or app UI designs. It also mentions exports to HTML, PDF, and PPTX for design work.

Quick Facts

Brand
AutoClaw
Category
AI agent / productivity assistant
Source domain
autoclaw.z.ai
Product status
Early access
Named model
GLM-5.3
Pricing info
No active pricing page found; /pricing returns 404