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Monitor Clutch categories for new agencies with BrowserAct, Gemini, and Slack

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Monitor Clutch categories for new agencies with BrowserAct, Gemini, and Slack preview
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1. Workflow Overview

Monitor Clutch categories for new agencies to Slack With BrowserAct and Gemini Introduction This workflow automates the discovery of new B2B service providers entering the market. It scrapes a spec...

Best for

  • Lead Generation automation workflows
  • AI Summarization automation workflows
  • advanced n8n builders looking for reusable templates

Tools used

n8n-nodes-base.code, n8n-nodes-base.splitinbatches, @n8n/n8n-nodes-langchain.outputparserstructured, @n8n/n8n-nodes-langchain.lmchatopenrouter, n8n-nodes-base.aggregate, n8n-nodes-base.scheduletrigger, n8n-nodes-base.googlesheets, n8n-nodes-base.set

Source and attribution

This workflow is cataloged by N8N Workflows and links back to its original n8n.io source page by Madame AI Team | Kai.

Original n8n.io source

1.1 Workflow description

Title
Monitor Clutch categories for new agencies with BrowserAct, Gemini, and Slack
Workflow name
Monitor Clutch categories for new agencies with BrowserAct, Gemini, and Slack

Monitor Clutch categories for new agencies to Slack With BrowserAct and Gemini

Introduction

This workflow automates the discovery of new B2B service providers entering the market. It scrapes a specific category on Clutch.co weekly, standardizes the data using AI, and compares it against a historical database to identify only the fresh "new entrants." These leads are then sent to Slack as a "Hot Alert."

Target Audience

Sales Development Representatives (SDRs), partnership managers, and lead generation agencies looking for new agencies or service providers before their competitors find them.

How it works

  1. Scheduling: A Weekly Trigger initiates the scan to ensure regular monitoring of the market.
  2. Targeting: A Set node defines the specific Clutch category URL to monitor (e.g., https://clutch.co/developers).
  3. Data Extraction: The BrowserAct node runs the "The New Entrant Asset Finder" template. It navigates to the target category and scrapes the current list of companies.
  4. Data Cleaning: An AI Agent (using OpenRouter/Gemini) processes the raw scraped data. It fixes formatting issues, such as converting "$10,000+" to integers and splitting "City, Country" strings into separate fields.
  5. Staging: The cleaned data is written to a temporary "Second Extraction" sheet in Google Sheets.
  6. Change Detection: The workflow retrieves the previous week's data ("Database") and the current week's data. A second AI Agent compares the two lists to identify companies that exist in the new scan but not the old one.
  7. Notification: If new companies are found, a Slack node posts a formatted alert with details like "Company Name," "Rate," and "Website."
  8. Database Update: The workflow clears the old database and replaces it with the latest scan, establishing a new baseline for the next week's comparison.

How to set up

  1. Configure Credentials: Connect your BrowserAct, OpenRouter, Google Sheets, and Slack accounts in n8n.
  2. Prepare BrowserAct: Ensure the The New Entrant Asset Finder template is active in your BrowserAct library.
  3. Prepare Google Sheet: Create a Google Sheet with two tabs:
  • Database (First Extarction)
  • Second Extraction
  1. Define Target: Open the Clutch Category Link node and paste the URL of the Clutch category you want to track.
  2. Configure IDs: Update the Google Sheets nodes to point to your specific spreadsheet file and the respective tabs mentioned above.

Google Sheet Headers

To use this workflow, ensure your Google Sheet tabs use the following headers:

  • company_name
  • website_url
  • min_project_value_usd
  • hourly_rate_low
  • hourly_rate_high
  • employees_range
  • city
  • country
  • short_description

Requirements

  • BrowserAct Account: Required for scraping. Template: The New Entrant Asset Finder.
  • OpenRouter Account: Required for cleaning data and detecting changes.
  • Google Sheets: Acts as the historical database.
  • Slack Account: Used for receiving lead alerts.

How to customize the workflow

  1. Change the Source: Modify the Clutch Category Link and the BrowserAct template to scrape a different directory, such as G2, Capterra, or Upwork.
  2. Filter Logic: Update the system prompt in the Detect data changes AI node to only alert on companies with a specific hourly rate (e.g., >$100/hr) or employee count.
  3. Enrichment: Add a Clearbit or Apollo node after the change detection step to find email addresses for the new companies before sending them to Slack.

Need Help?


Workflow Guidance and Showcase Video

1.2 Logical Blocks

This catalog entry is organized from the workflow JSON. The node-level section below shows the executable blocks available for review before importing the template.

2. Block-by-Block Analysis

Block 1 - Splitting Items

Type / Role
n8n-nodes-base.code - code
Config choices
Version 2

Block 2 - Loop Over Items

Type / Role
n8n-nodes-base.splitInBatches - splitInBatches
Config choices
Version 3

Block 3 - Structured Output Parser

Type / Role
@n8n/n8n-nodes-langchain.outputParserStructured - outputParserStructured
Config choices
Version 1.3

Block 4 - OpenRouter Chat Model

Type / Role
@n8n/n8n-nodes-langchain.lmChatOpenRouter - lmChatOpenRouter
Config choices
Version 1

Block 5 - Aggregate

Type / Role
n8n-nodes-base.aggregate - aggregate
Config choices
Version 1

Block 6 - Aggregate1

Type / Role
n8n-nodes-base.aggregate - aggregate
Config choices
Version 1

Block 7 - Structured Output Parser1

Type / Role
@n8n/n8n-nodes-langchain.outputParserStructured - outputParserStructured
Config choices
Version 1.3

Block 8 - OpenRouter Chat Model1

Type / Role
@n8n/n8n-nodes-langchain.lmChatOpenRouter - lmChatOpenRouter
Config choices
Version 1

Block 9 - Loop Over Items1

Type / Role
n8n-nodes-base.splitInBatches - splitInBatches
Config choices
Version 3

Block 10 - Weekly Trigger

Type / Role
n8n-nodes-base.scheduleTrigger - scheduleTrigger
Config choices
Version 1.3

Block 11 - Clear Database

Type / Role
n8n-nodes-base.googleSheets - googleSheets
Config choices
Version 4.7

Block 12 - Clutch Category Link

Type / Role
n8n-nodes-base.set - set
Config choices
Version 3.4

Block 13 - Scrape page funding data

Type / Role
n8n-nodes-browseract.browserAct - browserAct
Config choices
Version 1

Block 14 - Analyze the extracted funds for each company

Type / Role
@n8n/n8n-nodes-langchain.agent - agent
Config choices
Version 3

Block 15 - Upsert new records

Type / Role
n8n-nodes-base.googleSheets - googleSheets
Config choices
Version 4.7

Block 16 - Get old extraction data

Type / Role
n8n-nodes-base.googleSheets - googleSheets
Config choices
Version 4.7

Block 17 - Get fresh extracted data

Type / Role
n8n-nodes-base.googleSheets - googleSheets
Config choices
Version 4.7

Block 18 - Sync parallel paths

Type / Role
n8n-nodes-base.merge - merge
Config choices
Version 3.2

Block 19 - Detect data changes

Type / Role
@n8n/n8n-nodes-langchain.agent - agent
Config choices
Version 3

Block 20 - Notify team

Type / Role
n8n-nodes-base.slack - slack
Config choices
Version 2.4

Block 21 - Clear Old data

Type / Role
n8n-nodes-base.googleSheets - googleSheets
Config choices
Version 4.7

Block 22 - Retrieve latest data

Type / Role
n8n-nodes-base.googleSheets - googleSheets
Config choices
Version 4.7

Block 23 - Prevent rate limits

Type / Role
n8n-nodes-base.wait - wait
Config choices
Version 1.1

Block 24 - Avoid rate limits

Type / Role
n8n-nodes-base.wait - wait
Config choices
Version 1.1

Showing the first 24 of 31 workflow blocks. Download the JSON for the full node graph.

3. Summary Table

Workflow Monitor Clutch categories for new agencies with BrowserAct, Gemini, and Slack
Complexity advanced
Nodes 31
Categories Lead Generation, AI Summarization
Author Madame AI Team | Kai
Published 13 Feb 2026

4. Reproducing the Workflow from Scratch

  1. 1. Download the workflow JSON

    Use the JSON export at /data/workflows/13380/13380.json as the source template for this automation.

  2. 2. Import the template into n8n

    Open n8n, import the downloaded JSON, and review each node before activating the workflow.

  3. 3. Configure credentials and variables

    Replace placeholder credentials, API keys, webhook URLs, account IDs, and environment-specific values with your own settings.

  4. 4. Test with sample data

    Run the workflow manually or in a staging workspace, inspect node output, and confirm downstream systems receive the expected data.

  5. 5. Activate and monitor

    Enable the workflow only after testing, then monitor executions, errors, and rate limits during the first production runs.

5. General Notes & Resources

Review imported nodes carefully before activation. This catalog entry is intended to help you inspect the workflow structure, understand required services, and find related templates faster.

Node names, credentials, schedules, webhook paths, and external service limits may need adjustment for your workspace.

Frequently asked questions

What does Monitor Clutch categories for new agencies with BrowserAct, Gemini, and Slack do?

Monitor Clutch categories for new agencies to Slack With BrowserAct and Gemini Introduction This workflow automates the discovery of new B2B service providers entering the market. It scrapes a spec...

What do I need before importing this workflow?

Review the workflow JSON, configure any required credentials in n8n, and test the automation in a safe workspace before using it in production.

Can I customize this workflow?

Yes. Use the block-by-block analysis and the downloadable JSON to inspect each node, then adjust credentials, prompts, schedules, filters, or destinations for your Lead Generation, AI Summarization use case.