{"workflow":{"id":14469,"name":"Detect underpriced MLS properties with GPT and alert via Gmail and Slack","views":15,"recentViews":1,"totalViews":15,"createdAt":"2026-03-30T11:30:10.861Z","description":"## How It Works\nThis workflow automates competitive real estate pricing analysis by combining multiple MLS data sources with AI-powered market intelligence. Designed for real estate professionals, property managers, and investment analysts, it solves the critical challenge of identifying underpriced properties in competitive markets where manual analysis is time-consuming and prone to oversight. The system fetches listings from multiple MLS platforms, consolidates market data, and deploys specialized AI agents for dual-layer analysis. The Pricing Agent evaluates individual property valuations against market comparables, while the Market Research Agent provides broader market context and trend insights. When underpriced opportunities are detected, automated alerts are dispatched via email and Slack, enabling rapid response to market opportunities. Operating on a daily schedule, this workflow transforms hours of manual research into automated intelligence delivery.\n\n## Setup Steps\n1. Configure MLS API credentials in \"Fetch MLS Data\" and \"Fetch Recent Sales Data\" nodes\n2. Add OpenAI API key in \"OpenAI Model - Pricing Agent\"\n3. Set Gmail SMTP credentials in \"Send Underpriced Alert Email\" node with recipient addresses\n4. Configure Slack webhook URL in \"Send Slack Alert\" node for channel notifications\n5. Adjust \"Daily Pricing Update Schedule\" cron expression for preferred execution time\n\n## Prerequisites\nOpenAI API account with GPT-4 access, MLS data provider API credentials\n## Use Cases\nInvestment firms identifying acquisition targets, real estate brokerages monitoring competitive listings\n## Customization\nModify AI agent prompts for specific property types, adjust underpricing threshold percentages\n## Benefits\nReduces manual research time by 90%, eliminates human bias in valuation analysis\n\n","workflow":{"id":"JNn0q33U1cMXAAD2","meta":{"instanceId":"b91e510ebae4127f953fd2f5f8d40d58ca1e71c746d4500c12ae86aad04c1502","templateCredsSetupCompleted":true},"name":"AI-based pricing agent to detect underpriced properties and alert","tags":[],"nodes":[{"id":"2a8c9709-cf15-4619-821a-e3e0542110f0","name":"Daily Pricing Update Schedule","type":"n8n-nodes-base.scheduleTrigger","position":[-1744,96],"parameters":{"rule":{"interval":[{}]}},"typeVersion":1.3},{"id":"fbe94532-f794-4450-b68f-f43a6d8ee916","name":"Workflow Configuration","type":"n8n-nodes-base.set","position":[-1520,96],"parameters":{"options":{}},"typeVersion":3.4},{"id":"1a7f02ac-7c84-4585-92f4-1b73fd8a7e1c","name":"Fetch MLS Data","type":"n8n-nodes-base.httpRequest","position":[-1296,112],"parameters":{"options":{}},"typeVersion":4.3},{"id":"bf932c96-f9f1-456f-a87c-fa057efc1512","name":"Fetch Recent Sales Data","type":"n8n-nodes-base.httpRequest","position":[-1296,304],"parameters":{"options":{}},"typeVersion":4.3},{"id":"6b190f60-b4ed-4c40-8798-b1c8054f3d2b","name":"Combine All Market Data","type":"n8n-nodes-base.merge","position":[-1072,96],"parameters":{},"typeVersion":3.2},{"id":"b2acf0c1-b5f6-4769-b221-3967fc125a95","name":"Pricing Analysis Agent","type":"@n8n/n8n-nodes-langchain.agent","position":[-704,48],"parameters":{"options":{},"hasOutputParser":true},"typeVersion":3.1},{"id":"7359ca75-b04f-4d66-a26b-28ec360b52b4","name":"Pricing Output Parser","type":"@n8n/n8n-nodes-langchain.outputParserStructured","position":[-480,160],"parameters":{},"typeVersion":1.3},{"id":"7dd9a390-ae23-41c4-a0ea-a2a4b2ea6de3","name":"Market Research Agent Tool","type":"@n8n/n8n-nodes-langchain.agentTool","position":[-720,400],"parameters":{"options":{},"hasOutputParser":true},"typeVersion":3},{"id":"51c58552-2250-47cf-ab2b-1ce3e9ff0767","name":"Research Output Parser","type":"@n8n/n8n-nodes-langchain.outputParserStructured","position":[-576,544],"parameters":{},"typeVersion":1.3},{"id":"ecc9b8ce-0033-4dcb-a153-9316b0a63716","name":"Check for Underpriced Properties","type":"n8n-nodes-base.if","position":[-304,96],"parameters":{"options":{}},"typeVersion":2.3},{"id":"dbb72ea1-edc6-46d9-abb8-71d268173239","name":"Send Underpriced Alert Email","type":"n8n-nodes-base.gmail","position":[0,80],"webhookId":"d831cd13-8b12-429a-9e87-8795d9715b7c","parameters":{"options":{}},"credentials":{"gmailOAuth2":{"id":"u1N5nBDvQ0AWhNnV","name":"Gmail account"}},"typeVersion":2.2},{"id":"022c11e6-58e6-40c7-9b9d-d7183923060f","name":"Send Slack Alert","type":"n8n-nodes-base.slack","position":[0,272],"webhookId":"2c954dfb-959d-49d3-bed1-b25d65d59eb2","parameters":{"otherOptions":{},"authentication":"oAuth2"},"credentials":{"slackOAuth2Api":{"id":"d34b1ayEBbvZm2lT","name":"Slack account"}},"typeVersion":2.4},{"id":"72c135d5-fae3-493c-af0e-28a9f5fdcdb0","name":"Sticky Note","type":"n8n-nodes-base.stickyNote","position":[-352,-48],"parameters":{"color":7,"width":512,"height":544,"content":"## Automated Alert Distribution\nSends formatted notifications through Gmail and Slack when underpriced properties are identified.\n\n "},"typeVersion":1},{"id":"721c1498-480f-4286-a4c6-e9564ed6e5e7","name":"Sticky Note1","type":"n8n-nodes-base.stickyNote","position":[-1808,-304],"parameters":{"width":928,"height":224,"content":"## How It Works\nThis workflow automates competitive real estate pricing analysis by combining multiple MLS data sources with AI-powered market intelligence. Designed for real estate professionals, property managers, and investment analysts, it solves the critical challenge of identifying underpriced properties in competitive markets where manual analysis is time-consuming and prone to oversight. The system fetches listings from multiple MLS platforms, consolidates market data, and deploys specialized AI agents for dual-layer analysis. The Pricing Agent evaluates individual property valuations against market comparables, while the Market Research Agent provides broader market context and trend insights. When underpriced opportunities are detected, automated alerts are dispatched via email and Slack, enabling rapid response to market opportunities. Operating on a daily schedule, this workflow transforms hours of manual research into automated intelligence delivery.\n\n\n\n"},"typeVersion":1},{"id":"bc4ad0fe-2adc-41c6-b9ca-90a3f128fdd9","name":"Sticky Note2","type":"n8n-nodes-base.stickyNote","position":[-400,-416],"parameters":{"color":3,"width":528,"height":336,"content":"## Prerequisites\nOpenAI API account with GPT-4 access, MLS data provider API credentials\n## Use Cases\nInvestment firms identifying acquisition targets, real estate brokerages monitoring competitive listings\n## Customization\nModify AI agent prompts for specific property types, adjust underpricing threshold percentages\n## Benefits\nReduces manual research time by 90%, eliminates human bias in valuation analysis"},"typeVersion":1},{"id":"df561369-43d5-49eb-8cab-fdeb0aa81708","name":"Sticky Note3","type":"n8n-nodes-base.stickyNote","position":[-816,-352],"parameters":{"width":368,"height":272,"content":"## Setup Steps\n1. Configure MLS API credentials in \"Fetch MLS Data\" and \"Fetch Recent Sales Data\" nodes\n2. Add OpenAI API key in \"OpenAI Model - Pricing Agent\"\n3. Set Gmail SMTP credentials in \"Send Underpriced Alert Email\" node with recipient addresses\n4. Configure Slack webhook URL in \"Send Slack Alert\" node for channel notifications\n5. Adjust \"Daily Pricing Update Schedule\" cron expression for preferred execution time\n"},"typeVersion":1},{"id":"092fdfbe-b4fd-4f80-b711-719b3f433c02","name":"Sticky Note4","type":"n8n-nodes-base.stickyNote","position":[-1808,-48],"parameters":{"color":7,"width":864,"height":528,"content":"## Multi-Source Data Aggregation\nFetches and combines MLS listings from multiple platforms to create comprehensive market coverage."},"typeVersion":1},{"id":"3768d974-d783-4ff7-ac89-7ca3f135f309","name":"Sticky Note5","type":"n8n-nodes-base.stickyNote","position":[-928,-48],"parameters":{"color":7,"width":560,"height":336,"content":"## What: AI-Powered Dual Analysis\nDeploys specialized OpenAI agents for pricing evaluation and market research with structured output parsing."},"typeVersion":1},{"id":"81881135-efef-424b-a41b-c783396dac7b","name":"Sticky Note6","type":"n8n-nodes-base.stickyNote","position":[-928,304],"parameters":{"color":7,"width":560,"height":384,"content":"## Why: Expert-Level Insights\nAI agents replicate analyst expertise at scale, providing consistent, objective valuations and contextual market intelligence simultaneously."},"typeVersion":1},{"id":"5b605f47-d928-4b5b-96be-f5a8a8f4bd5c","name":"OpenRouter Chat Model","type":"@n8n/n8n-nodes-langchain.lmChatOpenRouter","position":[-832,176],"parameters":{"model":"openai/gpt-5.2-pro","options":{}},"credentials":{"openRouterApi":{"id":"fKnn6LL7cRFqNHDX","name":"OpenRouter account2"}},"typeVersion":1},{"id":"31596d91-ca01-4753-aa32-0fb13be38b24","name":"OpenRouter Chat Model1","type":"@n8n/n8n-nodes-langchain.lmChatOpenRouter","position":[-816,544],"parameters":{"model":"openai/gpt-5.2-pro","options":{}},"credentials":{"openRouterApi":{"id":"fKnn6LL7cRFqNHDX","name":"OpenRouter account2"}},"typeVersion":1}],"active":false,"pinData":{},"settings":{"binaryMode":"separate","availableInMCP":false,"executionOrder":"v1"},"versionId":"3bf4c10a-c4b7-45db-97dd-fc0bd41bd3c5","connections":{"Fetch MLS Data":{"main":[[{"node":"Combine All Market Data","type":"main","index":0}]]},"OpenRouter Chat Model":{"ai_languageModel":[[{"node":"Pricing Analysis Agent","type":"ai_languageModel","index":0}]]},"Pricing Output Parser":{"ai_outputParser":[[{"node":"Pricing Analysis Agent","type":"ai_outputParser","index":0}]]},"OpenRouter Chat Model1":{"ai_languageModel":[[{"node":"Market Research Agent Tool","type":"ai_languageModel","index":0}]]},"Pricing Analysis Agent":{"main":[[{"node":"Check for Underpriced Properties","type":"main","index":0}]]},"Research Output Parser":{"ai_outputParser":[[{"node":"Market Research Agent Tool","type":"ai_outputParser","index":0}]]},"Workflow Configuration":{"main":[[{"node":"Fetch MLS Data","type":"main","index":0},{"node":"Fetch Recent Sales Data","type":"main","index":0}]]},"Combine All Market Data":{"main":[[{"node":"Pricing Analysis Agent","type":"main","index":0}]]},"Fetch Recent Sales Data":{"main":[[{"node":"Combine All Market Data","type":"main","index":1}]]},"Market Research Agent Tool":{"ai_tool":[[{"node":"Pricing Analysis Agent","type":"ai_tool","index":0}]]},"Daily Pricing Update Schedule":{"main":[[{"node":"Workflow Configuration","type":"main","index":0}]]},"Check for Underpriced Properties":{"main":[[{"node":"Send Underpriced Alert Email","type":"main","index":0},{"node":"Send Slack Alert","type":"main","index":0}]]}}},"lastUpdatedBy":1,"workflowInfo":{"nodeCount":21,"nodeTypes":{"n8n-nodes-base.if":{"count":1},"n8n-nodes-base.set":{"count":1},"n8n-nodes-base.gmail":{"count":1},"n8n-nodes-base.merge":{"count":1},"n8n-nodes-base.slack":{"count":1},"n8n-nodes-base.stickyNote":{"count":7},"n8n-nodes-base.httpRequest":{"count":2},"@n8n/n8n-nodes-langchain.agent":{"count":1},"n8n-nodes-base.scheduleTrigger":{"count":1},"@n8n/n8n-nodes-langchain.agentTool":{"count":1},"@n8n/n8n-nodes-langchain.lmChatOpenRouter":{"count":2},"@n8n/n8n-nodes-langchain.outputParserStructured":{"count":2}}},"status":"published","readyToDemo":null,"user":{"name":"Cheng Siong Chin","username":"cschin","bio":"Dr. Cheng Siong CHIN is an n8n workflow creator specializing in AI-powered automation, agent orchestration, and intelligent system integrations. 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Contact me to discuss custom AI workflows and agent architectures.\n","verified":true,"links":["https://gravatar.com/mysticluminary9fa255f7f5"],"avatar":"https://gravatar.com/avatar/54544f98e839bb9dd9a764ad1e6823eeddb6db5138d201e42f291a7b0a73303f?r=pg&d=retro&size=200"},"nodes":[{"id":19,"icon":"file:httprequest.svg","name":"n8n-nodes-base.httpRequest","codex":{"data":{"alias":["API","Request","URL","Build","cURL"],"resources":{"generic":[{"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/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-pulling-and-visualizing-data-with-n8n/","icon":"πŸ“ˆ","label":"Automatically pulling and visualizing data with n8n"},{"url":"https://n8n.io/blog/learn-how-to-automatically-cross-post-your-content-with-n8n/","icon":"✍️","label":"Learn how to automatically cross-post your content with n8n"},{"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/running-n8n-on-ships-an-interview-with-maranics/","icon":"πŸ›³","label":"Running n8n on ships: An interview with Maranics"},{"url":"https://n8n.io/blog/what-are-apis-how-to-use-them-with-no-code/","icon":" πŸͺ’","label":"What are APIs and how to use them with no code"},{"url":"https://n8n.io/blog/5-tasks-you-can-automate-with-notion-api/","icon":"⚑️","label":"5 tasks you can automate with the new Notion API "},{"url":"https://n8n.io/blog/world-poetry-day-workflow/","icon":"πŸ“œ","label":"Celebrating World Poetry Day with a daily poem in Telegram"},{"url":"https://n8n.io/blog/automate-google-apps-for-productivity/","icon":"πŸ’‘","label":"15 Google apps you can combine and automate to increase productivity"},{"url":"https://n8n.io/blog/automate-designs-with-bannerbear-and-n8n/","icon":"🎨","label":"Automate Designs with Bannerbear and n8n"},{"url":"https://n8n.io/blog/how-uproc-scraped-a-multi-page-website-with-a-low-code-workflow/","icon":" πŸ•ΈοΈ","label":"How uProc scraped a multi-page website with a low-code workflow"},{"url":"https://n8n.io/blog/building-an-expense-tracking-app-in-10-minutes/","icon":"πŸ“±","label":"Building an expense tracking app in 10 minutes"},{"url":"https://n8n.io/blog/5-workflow-automations-for-mattermost-that-we-love-at-n8n/","icon":"πŸ€–","label":"5 workflow automations for Mattermost that we love at n8n"},{"url":"https://n8n.io/blog/how-to-use-the-http-request-node-the-swiss-army-knife-for-workflow-automation/","icon":"🧰","label":"How to use the HTTP Request Node - 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