Scrape Trustpilot Reviews for Effective Ad Copy Using Bright Data & GPT-4o-mini

n8n Marketing Data Extraction Analytics

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

Competitor Review Scraper & Ad Copy Generator(Trustpilot + Bright Data + GPT-4o-mini)

Who It's For

Marketers, business owners, and agencies looking to:

- Analyze competitor pain points

- Generate high-impact Facebook ad copy

- Automate manual data processing

How It Works

This n8n-based workflow combines Bright Data, Google Sheets, and OpenAI to scrape, process, and transform Trustpilot reviews into ready-to-use ad copy.

Step-by-Step BreakdownTrigger (Manual Form Submission)

Input required:

- Competitor’s Trustpilot URL

- Review timeframe (30d, 3m, 6m, 12m)Fetch Reviews

Calls Bright Data’s Dataset API with URL & timeframe.

Polls until snapshot is ready.Retrieve & Store

Extracts all reviews.

Saves them into a structured Google Sheet.Filter & Aggregate

Filters to only 1-2 star reviews.

Summarizes common negative feedback.Generate Ad Copy

Sends the summary to OpenAI GPT-4o-mini.

Produces 3 variations of ad copy targeting pain points.Distribute Insights

Sends ad copy + summary via email to the marketing team.

Requirements

- LLM Account

- Google Sheets - Copy this sheet

- Bright Data account

Setup InstructionsStep 1: Google Sheets

Copy this Google Sheets template.

Do not change column headers.Step 2: n8n Credential Setup

- Google Sheets: OAuth2

- Bright Data: Authorization Header

- OpenAI: API Key for GPT-4o-miniStep 3: Import Workflow

Import the .json file into n8n.

Configure your sheet + dataset ID.

Adjust GPT prompts as needed.Step 4: Run the Workflow

Trigger via form.

Receive ad copy + review insights via email.

Tips & Best Practices

- Bright Data snapshots may take time, polling is handled.

- Focusing on 1-2 star reviews yields the most actionable pain points.

- You can customize GPT-4o-mini prompts for tone or vertical.

Support & Feedback

Need help or customization?

Email: [email protected]

YouTube: @YaronBeen

LinkedIn: linkedin.com/in/yaronbeen

Bright Data Docs: docs.brightdata.com/introduction

Tools used: Bright Data, OpenAI ChatGPT, Google Sheets

Download the workflow template (JSON)

Original tutorial

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