Google Search Results Extraction & Summarization with Bright Data

n8n Data Extraction AI Data Management

Contributed by Sabrina Ramonov 🍄. From the community directory at agents.sabrina.dev, republished with permission and full credit.

Who this is for?

This workflow is designed for professionals and teams who need real-time, structured insights from Google Search results without manual effort.

What problem is this workflow solving?

This n8n workflow solves the problem of automating Google Search result extraction, cleanup, summarization, and AI-enhanced formatting for downstream use like sending the results to a webhook or another system.

What this workflow doesAutomates Google Search via Bright Data

Uses Bright Data’s proxy-based SERP API to run a Google Search query programmatically. Makes the process repeatable and scriptable with different search terms and regions/zones.

Cleans and Extracts Useful Content

The Google Search Data Extractor uses LLM based cleaning to remove HTML/CSS/JS from the response and extract pure text data. Converts messy, unstructured web content into structured, machine-readable format.

Summarizes Search Results

Through the Gemini Flash + Summarization Chain, it generates a concise summary of the search results. Ideal for users who don’t have time to read full pages of search results.

Formats Data Using AI Agent

The AI Agent acts like a virtual assistant that:

- Understands search results

- Formats them in a readable, JSON-compatible form

- Prepares them for webhook deliveryDelivers Results to Webhook

Sends the final summary + structured search result to a webhook (could be your app, a Slack bot, Google Sheets, or CRM).

How to customize This Workflow to your needs

1. Change the Search Input

Default: It searches a fixed query or dataset.

Customize:

- Accept input from a Google Sheet, Airtable, or a form.

- Auto-trigger searches based on keywords or schedules.

2. Customize Summarization Style (LLM Output)

Default: General summary using Google Gemini or OpenAI.

Customize:

- Add tone: formal, casual, technical, executive-summary, etc.

- Focus on specific sections: pricing, competitors, FAQs, etc.

- Translate the summaries into multiple languages.

- Add bullet points, pros/cons, or insight tags.

3. Choose Where the Results Go

Options:

- Email, Slack, Notion, Airtable, Google Docs, or a dashboard.

- Auto-create content drafts for WordPress or newsletters.

- Feed into CRM notes or attach to Salesforce leads.

Tools used: Bright Data, Google Gemini, AI Agent

Download the workflow template (JSON)

Original tutorial

Want this running in your business? KOBA42 builds and operates automations like this one.