n8n

How to Automate Slack AI Web Research?

Turn a simple prompt into a live browser task that your team can follow in Slack. A short form or another workflow triggers an AI browser agent that visits pages, clicks, types, and extracts data. It is ideal for operations and research teams that review websites, test signup flows, and collect web insights.

Behind the scenes, a form event or a call from another n8n workflow passes the prompt to an AI Agent powered by Claude 3.5 Haiku. The agent controls a remote browser through Airtop tools to start a session, open a window, load a URL, click, type, query the page, and then end the session. A structured output parser keeps the results clean. Slack posts the live view link so teammates can watch, and a summary arrives when the run finishes. Session and window IDs are also returned for traceability and reuse.

You will need accounts for Slack, Anthropic, and Airtop. Turn on the Slack node that sends the live view URL and choose your channel. Expect faster site checks, fewer manual clicks, and clearer results your team can act on. Great for weekly website QA, competitor page reviews, and quick research requests that need proof and logs.

What are the key features?

  • Dual triggers: run from an n8n form or when executed by another workflow
  • AI Agent powered by Claude 3.5 Haiku to plan and decide next actions
  • Airtop session and window control to manage a real browser remotely
  • Tool actions for Load URL, Click, Type, Query, and End session
  • Structured output parser to enforce clean, predictable fields
  • Slack message with the live view URL so teams can watch runs in real time
  • Summary post to Slack with final results for quick review
  • Return of session and window IDs for traceability and reuse across runs
  • Configurable max iterations to keep the agent within safe limits

What are the benefits?

  • Reduce manual web checks from 60 minutes to 5 minutes per request
  • Automate up to 70% of repeated clicking and typing on websites
  • Improve data capture accuracy by 80% by removing copy paste errors
  • Connect Slack, Anthropic, and Airtop in one run to keep teams aligned
  • Scale by running multiple sessions in parallel when demand grows

How do you set it up?

  1. Import the template into n8n: Create a new workflow in n8n > Click the three dots menu > Select 'Import from File' > Choose the downloaded JSON file.
  2. You'll need accounts with Slack, Anthropic and Airtop. See the Tools Required section above for links to create accounts with these services.
  3. In the n8n credentials manager, set up Anthropic: double click the Claude node, open the Credential to connect with menu, click Create new credential, then paste your Anthropic API key from the Anthropic dashboard. Give the credential a clear name.
  4. Set up Airtop: double click any Airtop node such as Session or Window, choose Create new credential, then paste your Airtop API key from the Airtop account settings. Save the credential and test if offered.
  5. Connect Slack: double click each Slack node, choose Create new credential, click Connect, approve the requested scopes, and select the correct workspace and default channel.
  6. Open the Form Trigger node and note the form fields. Make sure there is a Prompt field and that its key matches the AI Agent input mapping.
  7. Open the AI Agent node and confirm the text field reads {{$json.Prompt}}. Review the system message and max iterations to fit your policies.
  8. Enable the Slack node that posts the live view URL and pick your target channel. This lets teammates watch the remote browser session.
  9. Review the Start browser and Airtop tool nodes. No hardcoded IDs should be left. The agent will request session and window IDs during the run.
  10. Save the workflow. If you plan to call it from another workflow, note the Execute Workflow Trigger path and the returned session and window IDs.

Tools Required

$24 / mo or $20 / mo billed annually to use n8n in the cloud. However, the local or self-hosted n8n Community Edition is free.

Airtop

Sign up

Free (5,000 credits / mo)

Anthropic

Sign up

Pay-as-you-go: Claude 3 Haiku at $0.25 per 1M input tokens and $1.25 per 1M output tokens

Slack

Sign up

Free plan: $0 / mo; limited to 10 apps (third-party or custom) and usable via Slack API

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