Scrape Trustpilot reviews using Bright Data & GPT-4o-mini for winning ad copy

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Important notice

This workflow is provided as-is. Please review and test before using in production.

1. Workflow Overview

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 Generat...

Best for

Content Creation automation workflows
Multimodal AI automation workflows
advanced n8n builders looking for reusable templates

Tools used

n8n-nodes-base.stickynote, n8n-nodes-base.httprequest, n8n-nodes-base.formtrigger, n8n-nodes-base.wait, n8n-nodes-base.if, @n8n/n8n-nodes-langchain.chainllm, @n8n/n8n-nodes-langchain.lmchatopenai, n8n-nodes-base.gmail

Source and attribution

This workflow is cataloged by N8N Workflows and links back to its original n8n.io source page by Yaron Been.

Original n8n.io source

1.1 Workflow description

Title: Scrape Trustpilot reviews using Bright Data & GPT-4o-mini for winning ad copy
Workflow name: Scrape Trustpilot reviews using Bright Data & GPT-4o-mini for winning ad copy

🔍 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 Breakdown

Trigger (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: https://docs.google.com/spreadsheets/d/1Zi758ds2_aWzvbDYqwuGiQNaurLgs-leS9wjLWWlbUU/edit?gid=0#gid=0

-Bright Data account

⚙️ Setup Instructions

**Step 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-mini

**Step 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

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 - Sticky Note9

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

Block 2 - Snapshot Progress

Type / Role: n8n-nodes-base.httpRequest - httpRequest
Config choices: Version 4.2

Block 3 - Sticky Note10

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

Block 4 - Sticky Note1

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

Block 5 - On form submission - Discover Jobs

Type / Role: n8n-nodes-base.formTrigger - formTrigger
Config choices: Version 2.2

Block 6 - HTTP Request- Post API call to Bright Data

Type / Role: n8n-nodes-base.httpRequest - httpRequest
Config choices: Version 4.2

Block 7 - Wait - Polling Bright Data

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

Block 8 - If - Checking status of Snapshot - if data is ready or not

Type / Role: n8n-nodes-base.if - if
Config choices: Version 2.2

Block 9 - HTTP Request - Getting data from Bright Data

Type / Role: n8n-nodes-base.httpRequest - httpRequest
Config choices: Version 4.2

Block 10 - Sticky Note3

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

Block 11 - Basic LLM Chain

Type / Role: @n8n/n8n-nodes-langchain.chainLlm - chainLlm
Config choices: Version 1.6

Block 12 - OpenAI Chat Model

Type / Role: @n8n/n8n-nodes-langchain.lmChatOpenAi - lmChatOpenAi
Config choices: Version 1.2

Block 13 - Send Summary To Marketers

Type / Role: n8n-nodes-base.gmail - gmail
Config choices: Version 2.1

Block 14 - Filtering only bad reviews

Type / Role: n8n-nodes-base.filter - filter
Config choices: Version 2.2

Block 15 - Aggregating all filtered reviews

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

Block 16 - Sticky Note4

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

Block 17 - Google Sheets - Adding All Reviews

Type / Role: n8n-nodes-base.googleSheets - googleSheets
Config choices: Version 4.3

Block 18 - Sticky Note

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

3. Summary Table

Workflow	Scrape Trustpilot reviews using Bright Data & GPT-4o-mini for winning ad copy
Complexity	advanced
Nodes	18
Categories	Content Creation, Multimodal AI
Author	Yaron Been
Published	19 Apr 2025

4. Reproducing the Workflow from Scratch

1. Download the workflow JSON

Use the JSON export at /data/workflows/3610/3610.json as the source template for this automation.
2. Import the template into n8n

Open n8n, import the downloaded JSON, and review each node before activating the workflow.
3. Configure credentials and variables

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

Download workflow JSON Original n8n.io source Content Creation workflows Multimodal AI workflows

Frequently asked questions

What does Scrape Trustpilot reviews using Bright Data & GPT-4o-mini for winning ad copy do?

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 Generat...

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 Content Creation, Multimodal AI use case.

Yaron Been

180 workflows

Nodes

n8n-nodes-base.stickynote n8n-nodes-base.httprequest n8n-nodes-base.formtrigger n8n-nodes-base.wait n8n-nodes-base.if @n8n/n8n-nodes-langchain.chainllm @n8n/n8n-nodes-langchain.lmchatopenai n8n-nodes-base.gmail

Complexity

advanced

Published 19 Apr 2025

Likes 0

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Install path: /data/workflows/3610/3610.json

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Scrape Trustpilot reviews using Bright Data & GPT-4o-mini for winning ad copy

Workflow preview

Important notice

1. Workflow Overview

Best for

Tools used

Source and attribution

1.1 Workflow description

🔍 Competitor Review Scraper & Ad Copy Generator

📌 Who It's For

🧩 How It Works

✅ Requirements

⚙️ Setup Instructions

🧠 Tips & Best Practices

💬 Support & Feedback

1.2 Logical Blocks

2. Block-by-Block Analysis

Block 1 - Sticky Note9

Block 2 - Snapshot Progress

Block 3 - Sticky Note10

Block 4 - Sticky Note1

Block 5 - On form submission - Discover Jobs

Block 6 - HTTP Request- Post API call to Bright Data

Block 7 - Wait - Polling Bright Data

Block 8 - If - Checking status of Snapshot - if data is ready or not

Block 9 - HTTP Request - Getting data from Bright Data

Block 10 - Sticky Note3

Block 11 - Basic LLM Chain

Block 12 - OpenAI Chat Model

Block 13 - Send Summary To Marketers

Block 14 - Filtering only bad reviews

Block 15 - Aggregating all filtered reviews

Block 16 - Sticky Note4

Block 17 - Google Sheets - Adding All Reviews

Block 18 - Sticky Note

3. Summary Table

4. Reproducing the Workflow from Scratch

1. Download the workflow JSON

2. Import the template into n8n

3. Configure credentials and variables

4. Test with sample data

5. Activate and monitor

5. General Notes & Resources

Frequently asked questions