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Workflow Automation

Connecting apps, alerts and repeatable steps so an agent can run them.

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Use Cases

Planned, not done

Qualify inbound sales emails and draft replies for review with Make AI Agents

Make’s help center walks through an agent that reads lead emails, researches the sender’s company, scores the lead, checks your calendar and leaves a draft reply in Gmail with a Slack link for you to review.

help.make.com
Planned, not done

Hand CRM updates and follow-up drafts to Grok Bot agents with approval steps

Grok Bot launched in beta in August 2026: always-on agents with their own cloud computer that sign in to your apps, learn routines by watching you, and come back when something needs your approval.

x.ai · 11 Aug 2026
Planned, not done

Research new business leads and brief your sales team with Zapier Agents

Zapier’s guide shows an agent that starts when a lead arrives, looks up the company on the web, adds the details to your CRM and drafts outreach, with approval steps you add before anything is sent or changed.

zapier.com · 13 Nov 2025
Planned, not done

Try a desktop-operating agent safely in Anthropic's computer use demo container

Anthropic's computer-use-demo runs Claude inside a Docker desktop that you watch in the browser, with a chat panel, so you can test screen, mouse and keyboard automation away from your own machine.

github.com
Planned, not done

Build a voice agent that answers and places phone calls with Pipecat

Pipecat is an open-source Python framework for real-time voice agents; its telephony support lets a bot take inbound calls or dial out through providers such as Twilio and Telnyx.

github.com
Reported by source

Fill out repetitive web forms with Skyvern's vision-based browser agent

Skyvern drives a browser with an LLM and computer vision to complete forms, such as quote requests or contact forms, on sites it has not seen before.

github.commicrosoft/playwright
Planned, not done

Build a support chatbot that answers from your help docs with Dify

Turn help-centre pages into a Dify knowledge base, route questions with a classifier, answer from retrieved context and embed the bot on your website.

docs.dify.ailanggenius/dify, firecrawl/firecrawl
Reported by source

Build an on-call investigation agent from your own alert history

Goutham Veeramachaneni connected Claude Code to Grafana's gcx CLI, his code and runbooks, then trained its skill on two weeks of past pages for his services.

gouthamve.dev · 21 Apr 2026anthropics/claude-code
Reported by source

Build a self-hosted AI agent workflow with human approval

Use n8n's visual canvas to wire an LLM agent to your apps, add tools and memory, and pause for human approval before it acts.

github.comn8n-io/n8n