{ "workflow": { "id": 5950, "name": "Trustpilot review sentiment analysis with OpenAI & Bright Data to Google Sheets", "views": 388, "recentViews": 0, "totalViews": 388, "createdAt": "2025-07-13T19:00:06.491Z", "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.\n\n## Overview\n\nThis 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.\n\n## Tools Used\n\n- **n8n**: The automation platform that orchestrates the workflow\n- **Bright Data**: For scraping Trustpilot review pages without being blocked\n- **OpenAI**: AI agent for intelligent review analysis and sentiment extraction\n- **Google Sheets**: For storing structured review data and analysis results\n\n## How to Install\n\n1. **Import the Workflow**: Download the .json file and import it into your n8n instance\n2. **Configure Bright Data**: Add your Bright Data credentials to the MCP Client node\n3. **Set Up OpenAI**: Configure your OpenAI API credentials\n4. **Configure Google Sheets**: Connect your Google Sheets account and set up your review tracking spreadsheet\n5. **Customize**: Enter target Trustpilot company URLs and adjust review analysis parameters\n\n## Use Cases\n\n- **Product Teams**: Identify customer pain points and feature requests from reviews\n- **Customer Support**: Monitor customer satisfaction and recurring issues\n- **Marketing Teams**: Extract positive testimonials and understand customer sentiment\n- **Business Intelligence**: Track brand reputation and customer feedback trends\n\n## Connect with Me\n\n- **Website**: https://www.nofluff.online\n- **YouTube**: https://www.youtube.com/@YaronBeen/videos\n- **LinkedIn**: https://www.linkedin.com/in/yaronbeen/\n- **Get Bright Data**: https://get.brightdata.com/1tndi4600b25 (Using this link supports my free workflows with a small commission)\n\n#n8n #automation #trustpilot #reviewscraping #sentimentanalysis #brightdata #webscraping #customerreviews #n8nworkflow #workflow #nocode #reviewautomation #customerinsights #brandmonitoring #reviewanalysis #customerfeedback #reputationmanagement #reviewmonitoring #customersentiment #productfeedback #trustpilotscraping #reviewdata #customerexperience #businessintelligence #feedbackanalysis #reviewtracking #customervoice #aianalysis #reviewmining #customerinsights", "workflow": { "id": "7xkEgEP44GHwgc2N", "meta": { "instanceId": "c38e3b8a7e4240e6cdca062743f016c1029f385bf40345b6291939dfd83bfd77", "templateCredsSetupCompleted": true }, "name": "7 scrape reviews from trustpilot", "tags": [], "nodes": [ { "id": "a15211f7-505b-4f2a-ba53-c029f2e9b54a", "name": "Set Trustpilot company URL", "type": "n8n-nodes-base.set", "position": [ -60, -140 ], "parameters": { "options": {}, "assignments": { "assignments": [ { "id": "2cf9cb42-883e-40da-9785-47755c9c6e9a", "name": "URL", "type": "string", "value": "https://www.trustpilot.com/review/hubspot.com" } ] } }, "typeVersion": 3.4 }, { "id": "65afe387-1264-4e71-8308-00f9c7229806", "name": "Manual Start", "type": "n8n-nodes-base.manualTrigger", "position": [ -220, -140 ], "parameters": {}, "typeVersion": 1 }, { "id": "a8b8737b-592e-4b0f-abd5-844f8c0213ea", "name": "Agent : Fetch and analyze reviews", "type": "@n8n/n8n-nodes-langchain.agent", "position": [ 220, -140 ], "parameters": { "text": "=`You are a web scraper connected to Bright Data's MCP tool using the scrape_as_markdown function.\n\nScrape the latest 5 reviews from the Trustpilot company page at this URL:\n{{ $json.URL }}\n\nUse the scrape_as_markdown tool with these parameters:\n{\n \"url\": {{ $json.URL }},\n \"max_items\": 5\n}\n\nAfter scraping, analyze each review and return a JSON array of 5 objects with these fields:\n\n- reviewer (string)\n- date (string)\n- rating (number)\n- sentiment (one of \"positive\", \"neutral\", or \"negative\")\n- mainIssue (string — summarize complaint or praise)\n- reviewText (string)\n\nReturn only valid JSON.\n`\n", "options": {}, "promptType": "define", "hasOutputParser": true }, "typeVersion": 2 }, { "id": "1d8b112c-7917-4f61-8b6e-3d6d98ce1947", "name": "Chat Model", "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi", "position": [ 160, 120 ], "parameters": { "model": { "__rl": true, "mode": "list", "value": "gpt-4.1-mini" }, "options": {} }, "credentials": { "openAiApi": { "id": "credential-id", "name": "openAiApi Credential" } }, "typeVersion": 1.2 }, { "id": "eb5f2d9a-aed9-48a1-ad61-7903b333314c", "name": "Bright Data MCP Scrapper", "type": "n8n-nodes-mcp.mcpClientTool", "position": [ 300, 100 ], "parameters": { "toolName": "scrape_as_markdown", "operation": "executeTool", "toolParameters": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('Tool_Parameters', ``, 'json') }}" }, "credentials": { "mcpClientApi": { "id": "credential-id", "name": "mcpClientApi Credential" } }, "typeVersion": 1 }, { "id": "4c2639af-44c4-4579-beaa-cff5a9b50ae1", "name": "Splits Reviews into separate Objects", "type": "n8n-nodes-base.code", "position": [ 640, -140 ], "parameters": { "jsCode": "// Access the first item in the input (AI Agent output)\nconst outputArray = $('Agent : Fetch and analyze reviews').first().json.output;\n\n// Map each review to a separate item (with `.json` wrapping)\nreturn outputArray.map(review => ({ json: review }));\n\n" }, "typeVersion": 2, "alwaysOutputData": true }, { "id": "1e4f0309-ac91-4ad7-836c-552b291db2e6", "name": "Save Reviews to Google Sheets", "type": "n8n-nodes-base.googleSheets", "position": [ 860, -140 ], "parameters": { "columns": { "value": { "date ": "={{ $json.date }}", "rating": "={{ $json.rating }}", "reviewer": "={{ $json.reviewer }}", "mainIssue ": "={{ $json.mainIssue }}", "reviewText": "={{ $json.reviewText }}", "sentiment ": "={{ $json.sentiment }}" }, "schema": [ { "id": "reviewer", "type": "string", "display": true, "required": false, "displayName": "reviewer", "defaultMatch": false, "canBeUsedToMatch": true }, { "id": "date ", "type": "string", "display": true, "required": false, "displayName": "date ", "defaultMatch": false, "canBeUsedToMatch": true }, { "id": "rating", "type": "string", "display": true, "required": false, "displayName": "rating", "defaultMatch": false, "canBeUsedToMatch": true }, { "id": "sentiment ", "type": "string", "display": true, "required": false, "displayName": "sentiment ", "defaultMatch": false, "canBeUsedToMatch": true }, { "id": "mainIssue ", "type": "string", "display": true, "required": false, "displayName": "mainIssue ", "defaultMatch": false, "canBeUsedToMatch": true }, { "id": "reviewText", "type": "string", "display": true, "required": false, "displayName": "reviewText", "defaultMatch": false, "canBeUsedToMatch": true } ], "mappingMode": "defineBelow", "matchingColumns": [], "attemptToConvertTypes": false, "convertFieldsToString": false }, "options": {}, "operation": "append", "sheetName": { "__rl": true, "mode": "list", "value": "gid=0", "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1dlaEmLIzSgTxH0whWJnx51lPHyb34bGxMSQig5KI7CQ/edit#gid=0", "cachedResultName": "Sheet1" }, "documentId": { "__rl": true, "mode": "list", "value": "1dlaEmLIzSgTxH0whWJnx51lPHyb34bGxMSQig5KI7CQ", "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1dlaEmLIzSgTxH0whWJnx51lPHyb34bGxMSQig5KI7CQ/edit?usp=drivesdk", "cachedResultName": "scraped reviews from trustpilot" } }, "credentials": { "googleSheetsOAuth2Api": { "id": "credential-id", "name": "googleSheetsOAuth2Api Credential" } }, "typeVersion": 4.6 }, { "id": "8d3de4f3-b17e-4607-a4d2-75e2bb3dafb8", "name": "Sticky Note", "type": "n8n-nodes-base.stickyNote", "position": [ -240, -440 ], "parameters": { "color": 3, "width": 340, "height": 480, "content": "🔹 SECTION 1: 🚦 Start & Input Company URL\n🧩 Includes Nodes:\n\n🔘 Trigger: Manual Start\n\n🏢 Set Company Profile URL\n\n👣 What It Does:\nThis is your starting point. You manually click \"Execute workflow\" in n8n to begin the automation. The second node takes the company’s Trustpilot URL as input — this tells the AI agent which business page to scrape reviews from." }, "typeVersion": 1 }, { "id": "157a1838-08dd-4866-a770-14d9c91c52c9", "name": "Sticky Note1", "type": "n8n-nodes-base.stickyNote", "position": [ 160, -820 ], "parameters": { "color": 5, "width": 400, "height": 880, "content": "🤖 SECTION 2: 🧠 AI Agent – Scrape, Analyze & Summarize Trustpilot Reviews\n🧩 Includes Nodes:\n\n🤖 Agent: Fetch & Analyze Reviews\n\n🧠 Chat Model (AI Reasoning)\n\n🌐 Bright Data MCP Client\n\n🧾 JSON Review Formatter\n\nHere’s what happens step-by-step:\n\n🧠 The AI reads the Trustpilot company URL that you set earlier.\n\n🌐 The Bright Data MCP tool visits the company’s Trustpilot page using real mobile proxies to safely and accurately scrape the 5 most recent customer reviews.\n\n🧠 The AI then performs multiple tasks:\n\n📖 Reads each review and extracts the reviewer’s name, rating, and date.\n\n❤️ Performs sentiment analysis (Is the review positive, negative, or neutral?).\n\n🔁 Identifies recurring topics across reviews (e.g. “late delivery”, “amazing support”).\n\n🧵 Summarizes the main customer concern or praise in 1-2 lines.\n\n" }, "typeVersion": 1 }, { "id": "30970761-128a-4f35-86ca-ace27105edfd", "name": "Sticky Note2", "type": "n8n-nodes-base.stickyNote", "position": [ 600, -680 ], "parameters": { "color": 6, "width": 420, "height": 740, "content": "📊 SECTION 3: 📦 Split Reviews & 📥 Save to Google Sheets\n🧩 Includes Nodes:\n\n🔍 Function: Split Reviews into Objects\n\n📥 Google Sheets: Append Reviews\n\nHere’s how it works:\n🔍 The Function node (Split Reviews into Objects) receives the JSON array of all 5 reviews from the AI agent.\n👉 It loops through the array and separates each review into its own distinct object.\n\nThis ensures:\n\nEach review has its own data record\n\nClean and structured data per review\n\nCompatibility with downstream systems like spreadsheets, CRMs, or dashboards\n\n📥 The Google Sheets node receives these separate review objects and writes them to your Google Sheet, one row per review.\n\n" }, "typeVersion": 1 }, { "id": "afd73d97-fb10-4c7a-bb8c-7cc9cdcfc379", "name": "Sticky Note3", "type": "n8n-nodes-base.stickyNote", "position": [ -1900, -560 ], "parameters": { "color": 4, "width": 1300, "height": 1820, "content": " Analyze Review Site Sentiment\n\n✨ Built in n8n | AI-Powered | No-Code Automation\n\n🚀 Workflow Overview\nThis workflow automates the process of retrieving, analyzing, summarizing, and saving customer reviews from any Trustpilot company page. It enables you to extract key insights from real users without manual effort or coding.\n\n🛠️ Tools Used:\n\nn8n (No-code automation builder)\n\nBright Data MCP (Mobile proxy scraper)\n\nOpenAI (for AI-powered reasoning and sentiment analysis)\n\nGoogle Sheets (for storing the results)\n\n🧩 Workflow Sections\n🔹 SECTION 1: 🟢 Start & Input Company URL\n🧩 Nodes:\n\n🔘 Manual Start\n\n🏢 Set Trustpilot Company URL\n\n🎯 Description:\nThis section allows the user to trigger the workflow manually and provide a specific Trustpilot company profile URL as input.\n\n📌 Key Benefits:\n\nSimple to use — just paste the company URL\n\nReusable for any business\n\nNo backend modifications required to target a new company\n\n🤖 SECTION 2: 🧠 AI Agent — Scrape, Analyze & Summarize\n🧩 Nodes:\n\n🤖 Agent: Fetch and Analyze Reviews\n\n🧠 Chat Model (AI Reasoning)\n\n🌐 Bright Data MCP Scraper (executeTool)\n\n🧾 JSON Review Formatter (Output Parser)\n\n🎯 Description:\nThis is the intelligence core of the workflow. It uses the AI agent and Bright Data proxy tool to:\n\nAccess the Trustpilot page and scrape the 5 most recent customer reviews\n\nAnalyze each review for sentiment (positive, neutral, or negative)\n\nIdentify recurring topics or issues mentioned in reviews\n\nGenerate a brief summary representing the general customer sentiment\n\n📌 Key Benefits:\n\nNo scraping scripts required\n\nIntelligent insight extraction\n\nWorks reliably using real mobile IPs (bypasses protection)\n\n📊 SECTION 3: 🔍 Split Reviews & 📥 Save to Google Sheets\n🧩 Nodes:\n\n🔍 Splits Reviews into Separate Objects\n\n📄 Save Reviews to Google Sheets\n\n🎯 Description:\nThis section structures and stores the data. After the AI returns reviews in array format, the function node splits them into separate objects. Each review is then stored as an individual row in Google Sheets.\n\n📌 Key Benefits:\n\nClean, row-by-row storage for easy review\n\nCompatible with reporting and dashboard tools\n\nMaintains historical record of customer feedback\n\n✅ Workflow Summary\nSection\tWhat It Does\n1️⃣ Input\tAllows user to manually trigger and set company URL\n2️⃣ AI Agent\tScrapes, analyzes, identifies themes, and summarizes data\n3️⃣ Output\tSplits and saves review data to a structured spreadsheet" }, "typeVersion": 1 }, { "id": "55a5aa8e-c5e5-443d-b71a-4dc2ae3438bb", "name": "Sticky Note9", "type": "n8n-nodes-base.stickyNote", "position": [ -1900, -900 ], "parameters": { "color": 4, "width": 1300, "height": 320, "content": "=======================================\n WORKFLOW ASSISTANCE\n=======================================\nFor any questions or support, please contact:\n Yaron@nofluff.online\n\nExplore more tips and tutorials here:\n - YouTube: https://www.youtube.com/@YaronBeen/videos\n - LinkedIn: https://www.linkedin.com/in/yaronbeen/\n=======================================\n" }, "typeVersion": 1 }, { "id": "bff313ed-572b-47ec-bdb3-4299bc78bfb5", "name": "Sticky Note5", "type": "n8n-nodes-base.stickyNote", "position": [ 1060, -680 ], "parameters": { "color": 7, "width": 380, "height": 240, "content": "## I’ll receive a tiny commission if you join Bright Data through this link—thanks for fueling more free content!\n\n### https://get.brightdata.com/1tndi4600b25" }, "typeVersion": 1 }, { "id": "4640997a-7f82-4d97-bf1d-60f063038c0d", "name": "Auto-fixing Output Parser", "type": "@n8n/n8n-nodes-langchain.outputParserAutofixing", "position": [ 420, 120 ], "parameters": { "options": {} }, "typeVersion": 1 }, { "id": "784fad38-2ad5-4e31-b6ea-e594a3da6bba", "name": "OpenAI Chat Model", "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi", "position": [ 420, 320 ], "parameters": { "model": { "__rl": true, "mode": "list", "value": "gpt-4.1-mini" }, "options": {} }, "credentials": { "openAiApi": { "id": "credential-id", "name": "openAiApi Credential" } }, "typeVersion": 1.2 }, { "id": "17616722-c86c-4741-a1ea-2e30cc2ff420", "name": "Structured Output Parser", "type": "@n8n/n8n-nodes-langchain.outputParserStructured", "position": [ 580, 320 ], "parameters": { "schemaType": "manual", "inputSchema": "{\n \"type\": \"array\",\n \"items\": {\n \"type\": \"object\",\n \"properties\": {\n \"reviewer\": { \"type\": \"string\" },\n \"date\": { \"type\": \"string\" },\n \"rating\": { \"type\": \"number\" },\n \"sentiment\": {\n \"type\": \"string\",\n \"enum\": [\"positive\", \"neutral\", \"negative\"]\n },\n \"mainIssue\": { \"type\": \"string\" },\n \"reviewText\": { \"type\": \"string\" }\n },\n \"required\": [\"reviewer\", \"date\", \"rating\", \"sentiment\", \"mainIssue\", \"reviewText\"]\n }\n}" }, "typeVersion": 1.3 } ], "active": false, "pinData": { "Manual Start": [ { "json": {} } ] }, "settings": { "executionOrder": "v1" }, "versionId": "cc92153a-30c0-4c8b-9c09-8196a98935ee", "connections": { "Chat Model": { "ai_languageModel": [ [ { "node": "Agent : Fetch and analyze reviews", "type": "ai_languageModel", "index": 0 } ] ] }, "Manual Start": { "main": [ [ { "node": "Set Trustpilot company URL", "type": "main", "index": 0 } ] ] }, "OpenAI Chat Model": { "ai_languageModel": [ [ { "node": "Auto-fixing Output Parser", "type": "ai_languageModel", "index": 0 } ] ] }, "Bright Data MCP Scrapper": { "ai_tool": [ [ { "node": "Agent : Fetch and analyze reviews", "type": "ai_tool", "index": 0 } ] ] }, "Structured Output Parser": { "ai_outputParser": [ [ { "node": "Auto-fixing Output Parser", "type": "ai_outputParser", "index": 0 } ] ] }, "Auto-fixing Output Parser": { "ai_outputParser": [ [ { "node": "Agent : Fetch and analyze reviews", "type": "ai_outputParser", "index": 0 } ] ] }, "Set Trustpilot company URL": { "main": [ [ { "node": "Agent : Fetch and analyze reviews", "type": "main", "index": 0 } ] ] }, "Agent : Fetch and analyze reviews": { "main": [ [ { "node": "Splits Reviews into separate Objects", "type": "main", "index": 0 } ] ] }, "Splits Reviews into separate Objects": { "main": [ [ { "node": "Save Reviews to Google Sheets", "type": "main", "index": 0 } ] ] } } }, "lastUpdatedBy": 29, "workflowInfo": { "nodeCount": 16, "nodeTypes": { "n8n-nodes-base.set": { "count": 1 }, "n8n-nodes-base.code": { "count": 1 }, "n8n-nodes-base.stickyNote": { "count": 6 }, "n8n-nodes-base.googleSheets": { "count": 1 }, "n8n-nodes-mcp.mcpClientTool": { "count": 1 }, "n8n-nodes-base.manualTrigger": { "count": 1 }, "@n8n/n8n-nodes-langchain.agent": { "count": 1 }, "@n8n/n8n-nodes-langchain.lmChatOpenAi": { "count": 2 }, "@n8n/n8n-nodes-langchain.outputParserAutofixing": { "count": 1 }, "@n8n/n8n-nodes-langchain.outputParserStructured": { "count": 1 } } }, "status": "published", "user": { "name": "Yaron Been", "username": "yaron-nofluff", "bio": "Building AI Agents and Automations | Growth Marketer | Entrepreneur | Book Author & Podcast Host\n\nIf you need any help with Automations, feel free to reach out via linkedin:\nhttps://www.linkedin.com/in/yaronbeen/\n\nAnd check out my Youtube channel:\nhttps://www.youtube.com/@YaronBeen/videos", "verified": true, "links": [ "https://www.nofluff.online/automation-services/" ], "avatar": "https://gravatar.com/avatar/a4e4dcaa1f76ff5266bbf80e8df86d22efda890474c68f7796e72fd82e3f2375?r=pg&d=retro&size=200" }, "nodes": [ { "id": 18, "icon": "file:googleSheets.svg", "name": "n8n-nodes-base.googleSheets", "codex": { "data": { "alias": [ "CSV", "Sheet", "Spreadsheet", "GS" ], "resources": { "generic": [ { "url": "https://n8n.io/blog/love-at-first-sight-ricardos-n8n-journey/", "icon": "❤️", "label": "Love at first sight: Ricardo’s n8n journey" }, { "url": "https://n8n.io/blog/why-business-process-automation-with-n8n-can-change-your-daily-life/", "icon": "🧬", "label": "Why business process automation with n8n can change your daily life" }, { "url": "https://n8n.io/blog/automatically-adding-expense-receipts-to-google-sheets-with-telegram-mindee-twilio-and-n8n/", "icon": "🧾", "label": "Automatically Adding Expense Receipts to Google Sheets with Telegram, Mindee, Twilio, and n8n" }, { "url": "https://n8n.io/blog/supercharging-your-conference-registration-process-with-n8n/", "icon": "🎫", "label": "Supercharging your conference registration process with n8n" }, { "url": "https://n8n.io/blog/creating-triggers-for-n8n-workflows-using-polling/", "icon": "⏲", "label": "Creating triggers for n8n workflows using polling" }, { "url": "https://n8n.io/blog/no-code-ecommerce-workflow-automations/", "icon": "store", "label": "6 e-commerce workflows to power up your Shopify s" }, { "url": "https://n8n.io/blog/migrating-community-metrics-to-orbit-using-n8n/", "icon": "📈", "label": "Migrating Community Metrics to Orbit using n8n" }, { "url": "https://n8n.io/blog/automate-google-apps-for-productivity/", "icon": "💡", "label": "15 Google apps you can combine and automate to increase productivity" }, { "url": "https://n8n.io/blog/your-business-doesnt-need-you-to-operate/", "icon": " 🖥️", "label": "Hey founders! 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