{ "workflow": { "id": 5984, "name": "Track real estate market pain points with Apify, GPT-4o and Telegram alerts", "views": 664, "recentViews": 0, "totalViews": 664, "createdAt": "2025-07-14T08:29:30.433Z", "description": "## How it works\nThis workflow runs on a daily schedule. It starts by scraping real estate-related queries from Google using Apify. The organic search results are parsed and summarized into a single text block. That text is then sent to an AI model (GPT-4o) which extracts the top 3 pain points faced by real estate agents based on current online sentiment. The workflow compares today's insights with yesterday's data stored in Airtable to detect recurring or new pain points. Finally, it sends a summary notification via Telegram and stores the current day's insights into Airtable for trend tracking.\n\n## How to set up\n\n1. Clone or import the workflow into your n8n instance.\n2. Get an Apify API token and insert it into the HTTP Request node.\n3. Create an Airtable base with a table containing two fields: \"Date\" (text) and \"Summary\" (long text). Copy the Base ID and Table ID into the Airtable nodes.\n4. Connect your Telegram bot and replace the chat ID in the Telegram node.\n5. Set up OpenAI credentials with GPT-4o or GPT-4o-mini for the LLM node.\n6. Run once manually to test, then activate the schedule trigger to run daily.\n7. (Optional) Extend the flow to generate cold outreach emails based on pain points, or sync to Notion/CRM.", "workflow": { "id": "mxi77QamrosSQS1S", "meta": { "instanceId": "a287613f1596da776459594685fbf4e2b4a12124f80ab8c8772f5e37bff103ae" }, "name": "AI-Powered Real Estate Market Radar & Pain Point Detector", "tags": [], "nodes": [ { "id": "bc0232b7-456e-4423-b05b-1a61483b16f9", "name": "Schedule Trigger", "type": "n8n-nodes-base.scheduleTrigger", "position": [ 1020, 440 ], "parameters": { "rule": { "interval": [ {} ] } }, "typeVersion": 1 }, { "id": "f755765f-46e7-44a9-8706-d9e0c2cf1e03", "name": "Apify Scraper", "type": "n8n-nodes-base.httpRequest", "position": [ 1220, 440 ], "parameters": { "url": "=https://api.apify.com/v2/acts/apify~google-search-scraper/run-sync-get-dataset-items?token=YOUR_APIFY_TOKEN", "options": {} }, "typeVersion": 1 }, { "id": "c6036651-2d22-4a2e-b5db-647699c87ba2", "name": "Extract Summary", "type": "n8n-nodes-base.code", "position": [ 1440, 440 ], "parameters": { "jsCode": "return [{ json: { summary: $json.organicResults.map((item, i) => `${i + 1}. ${item.title} β€” ${item.description}`).join('\\n\\n') } }];" }, "typeVersion": 1 }, { "id": "1e769591-d570-4e7a-a99f-53ba33dc9e96", "name": "Extract Pain Points", "type": "@n8n/n8n-nodes-langchain.agent", "position": [ 1660, 440 ], "parameters": { "text": "={{ $json.summary }}", "options": { "systemMessage": "You are an AI market researcher. Analyze the text and extract the top 3 pain points real estate agents face. Only include what’s directly or implicitly mentioned." } }, "typeVersion": 1 }, { "id": "0068d0b1-925b-481d-8b24-df27c1d57d65", "name": "Read Yesterday Pain Points", "type": "n8n-nodes-base.airtable", "position": [ 1820, 680 ], "parameters": { "table": "YOUR_TABLE_ID", "application": { "__rl": true, "mode": "url", "value": "" }, "authentication": "airtableTokenApi" }, "credentials": { "airtableTokenApi": { "id": "credential-id", "name": "airtableTokenApi Credential" } }, "typeVersion": 1 }, { "id": "696aee0b-f40a-4f3a-ba74-a5356ddbcf43", "name": "Compare Pain Points", "type": "n8n-nodes-base.code", "position": [ 2100, 440 ], "parameters": { "jsCode": "const today = $json.output.split('\\n').map(p => p.trim());\nconst yesterday = $items('Read Yesterday Pain Points')[0].json.Summary.split('\\n').map(p => p.trim());\n\nconst newPoints = today.filter(p => !yesterday.includes(p));\nconst recurring = today.filter(p => yesterday.includes(p));\n\nreturn [{ json: { newPainPoints: newPoints, recurring } }];" }, "typeVersion": 1 }, { "id": "bca26987-b59c-4c85-b0c2-8f0668d2ccbb", "name": "Telegram Notifier", "type": "n8n-nodes-base.telegram", "position": [ 2320, 440 ], "webhookId": "ddbf26e0-fcd8-42a4-a374-0210fc85c796", "parameters": { "text": "πŸ“Š Real Estate Radar\nNew Pain Points:\n={{ $json.newPainPoints.join('\\n') }}\nRecurring:\n={{ $json.recurring.join('\\n') }}", "chatId": "YOUR_TELEGRAM_CHAT_ID", "additionalFields": {} }, "typeVersion": 1 }, { "id": "ac5bde38-928b-4e2a-b9b0-8bcf07feb96f", "name": "Store to Airtable", "type": "n8n-nodes-base.airtable", "position": [ 2100, 680 ], "parameters": { "table": "YOUR_TABLE_ID", "operation": "create", "application": { "__rl": true, "mode": "url", "value": "" }, "authentication": "airtableTokenApi" }, "credentials": { "airtableTokenApi": { "id": "credential-id", "name": "airtableTokenApi Credential" } }, "typeVersion": 1 }, { "id": "e996520c-56e6-46de-955b-baff944df0c2", "name": "OpenAI Chat Model", "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi", "position": [ 1460, 660 ], "parameters": { "model": { "__rl": true, "mode": "list", "value": "gpt-4o-mini" }, "options": {} }, "credentials": { "openAiApi": { "id": "credential-id", "name": "openAiApi Credential" } }, "typeVersion": 1.2 }, { "id": "3c63b0e1-715f-4ced-84dd-dbd20bbc0a95", "name": "Sticky Note", "type": "n8n-nodes-base.stickyNote", "position": [ 960, 400 ], "parameters": { "width": 1040, "height": 200, "content": "## Flow\n" }, "typeVersion": 1 }, { "id": "1fe74c93-6a01-4bef-8c74-62a7f77611a9", "name": "Sticky Note1", "type": "n8n-nodes-base.stickyNote", "position": [ 1380, 620 ], "parameters": { "color": 3, "content": "## Engine\n" }, "typeVersion": 1 }, { "id": "9710d293-7bf2-4305-be40-d095397b280e", "name": "Sticky Note2", "type": "n8n-nodes-base.stickyNote", "position": [ 2020, 400 ], "parameters": { "color": 4, "width": 480, "height": 200, "content": "## Sinyal" }, "typeVersion": 1 }, { "id": "05f0cb64-1b18-43aa-9707-50256406e4a3", "name": "Sticky Note3", "type": "n8n-nodes-base.stickyNote", "position": [ 2020, 640 ], "parameters": { "color": 5, "width": 260, "height": 200, "content": "## Database\n" }, "typeVersion": 1 }, { "id": "4503a495-f86f-486d-9dd4-29eb45d7dc42", "name": "Sticky Note4", "type": "n8n-nodes-base.stickyNote", "position": [ 1760, 640 ], "parameters": { "color": 4, "width": 220, "height": 200, "content": "## Get yesterday data " }, "typeVersion": 1 }, { "id": "b7a0cddd-8e75-4b07-bd61-740443b9a202", "name": "Sticky Note5", "type": "n8n-nodes-base.stickyNote", "position": [ 280, 400 ], "parameters": { "color": 6, "width": 640, "height": 960, "content": "# 🧠 AI-Powered Real Estate Market Radar & Pain Point Detector\n\n## ❗️Problem \nReal estate professionals often miss market signals due to the lack of consistent monitoring and analysis. Manually searching for updates, identifying pain points, and reacting to trends takes too much time and often gets skipped β€” resulting in lost leads and revenue opportunities.\n\n## βœ… Solution \nThis automation runs a daily AI-powered \"market radar\" to:\n- Scrape top Google results about real estate industry queries \n- Extract 3 current pain points using GPT-4o \n- Compare with yesterday’s data to detect trends \n- Notify stakeholders via Telegram \n- Log insights into Airtable for long-term tracking\n\nAll fully automated using n8n.\n\n## 🧭 Scope \n- Scheduled Google scraping with Apify \n- AI summarization & pain point extraction via GPT-4o \n- Trend detection (recurring vs new pain points) \n- Telegram alerts \n- Airtable storage for historical analysis \n- Ready for extension: cold email generation, CRM sync, outreach workflows\n\n## πŸ‘₯ For Who \n- Real estate agencies \n- PropTech founders \n- Sales/marketing teams in real estate \n- Freelancers or AI consultants \n- Anyone needing market intelligence automation\n\n---\n\nπŸ’‘ **Deploy this workflow to stay 10 steps ahead of your competition β€” fully automated, zero manual tracking.**\n\n" }, "typeVersion": 1 } ], "active": false, "pinData": {}, "settings": { "executionOrder": "v1" }, "versionId": "c0b36601-3082-415f-9a65-77b4ed6bd20c", "connections": { "Apify Scraper": { "main": [ [ { "node": "Extract Summary", "type": "main", "index": 0 } ] ] }, "Extract Summary": { "main": [ [ { "node": "Extract Pain Points", "type": "main", "index": 0 } ] ] }, "Schedule Trigger": { "main": [ [ { "node": "Apify Scraper", "type": "main", "index": 0 } ] ] }, "OpenAI Chat Model": { "ai_languageModel": [ [ { "node": "Extract Pain Points", "type": "ai_languageModel", "index": 0 } ] ] }, "Compare Pain Points": { "main": [ [ { "node": "Telegram Notifier", "type": "main", "index": 0 } ] ] }, "Extract Pain Points": { "main": [ [ { "node": "Store to Airtable", "type": "main", "index": 0 }, { "node": "Compare Pain Points", "type": "main", "index": 0 } ] ] }, "Read Yesterday Pain Points": { "main": [ [ { "node": "Compare Pain Points", "type": "main", "index": 0 } ] ] } } }, "lastUpdatedBy": 62, "workflowInfo": { "nodeCount": 15, "nodeTypes": { "n8n-nodes-base.code": { "count": 2 }, "n8n-nodes-base.airtable": { "count": 2 }, "n8n-nodes-base.telegram": { "count": 1 }, "n8n-nodes-base.stickyNote": { "count": 6 }, "n8n-nodes-base.httpRequest": { "count": 1 }, "@n8n/n8n-nodes-langchain.agent": { "count": 1 }, "n8n-nodes-base.scheduleTrigger": { "count": 1 }, "@n8n/n8n-nodes-langchain.lmChatOpenAi": { "count": 1 } } }, "status": "published", "user": { "name": "Marth", "username": "marth", "bio": "Simplifying Business with Smart Automation. I create and share user-friendly, highly efficient n8n workflow templates for SMEs, focusing on digital marketing, sales, and operational excellence. Get ready to automate, innovate, and elevate your business.\n\nConnect me on Linkedin for custom solutions.", "verified": true, "links": [ "https://www.linkedin.com/in/bhetamaranatha" ], "avatar": "https://gravatar.com/avatar/b171aefe1210cde17102cd98e0b287ee9ea093abef7da61644ae1d0a6c506894?r=pg&d=retro&size=200" }, "nodes": [ { "id": 2, "icon": "file:airtable.svg", "name": "n8n-nodes-base.airtable", "codex": { "data": { "resources": { "generic": [ { "url": "https://n8n.io/blog/2021-goals-level-up-your-vocabulary-with-vonage-and-n8n/", "icon": "🎯", "label": "2021 Goals: Level Up Your Vocabulary With Vonage and n8n" }, { "url": "https://n8n.io/blog/2021-the-year-to-automate-the-new-you-with-n8n/", "icon": "β˜€οΈ", "label": "2021: The Year to Automate the New You with n8n" }, { "url": "https://n8n.io/blog/how-to-build-a-low-code-self-hosted-url-shortener/", "icon": "πŸ”—", "label": "How to build a low-code, self-hosted URL shortener in 3 steps" }, { "url": 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