Trustpilot Review Sentiment Analysis with OpenAI & Bright Data to Google Sheets

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Built by Yaron Been Yaron Been
Created on June 05, 2026

Description

This workflow automatically scrapes customer reviews from Trustpilot and performs sentiment analysis to extract valuable customer insights. It saves you time by eliminating the need to manually read through reviews and provides structured data on customer feedback, sentiment, and pain points.

Overview

This workflow automatically scrapes the latest customer reviews from any Trustpilot company page and uses AI to analyze each review for sentiment, extract key complaints or praise, and identify recurring customer pain points. It stores all structured review data in Google Sheets for easy analysis and reporting.

Tools Used

n8n**: The automation platform that orchestrates the workflow
Bright Data**: For scraping Trustpilot review pages without being blocked
OpenAI**: AI agent for intelligent review analysis and sentiment extraction
Google Sheets**: For storing structured review data and analysis results

How to Install

Import the Workflow: Download the .json file and import it into your n8n instance
Configure Bright Data: Add your Bright Data credentials to the MCP Client node
Set Up OpenAI: Configure your OpenAI API credentials
Configure Google Sheets: Connect your Google Sheets account and set up your review tracking spreadsheet
Customize: Enter target Trustpilot company URLs and adjust review analysis parameters

Use Cases

Product Teams**: Identify customer pain points and feature requests from reviews
Customer Support**: Monitor customer satisfaction and recurring issues
Marketing Teams**: Extract positive testimonials and understand customer sentiment
Business Intelligence**: Track brand reputation and customer feedback trends

Connect with Me

Website**: https://www.nofluff.online
YouTube**: https://www.youtube.com/@YaronBeen/videos
LinkedIn**: https://www.linkedin.com/in/yaronbeen/
Get Bright Data**: https://get.brightdata.com/1tndi4600b25 (Using this link supports my free workflows with a small commission)

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Nodes Used (6)

AI Agent
@n8n/n8n-nodes-langchain.agent
Auto-fixing Output Parser
@n8n/n8n-nodes-langchain.outputParserAutofixing
Code
n8n-nodes-base.code
Google Sheets
n8n-nodes-base.googleSheets
OpenAI Chat Model
@n8n/n8n-nodes-langchain.lmChatOpenAi
Structured Output Parser
@n8n/n8n-nodes-langchain.outputParserStructured