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AI Agents
Real Estate AI Property Assistant
A RAG-powered real estate assistant that automatically converts property spreadsheets into an AI-searchable knowledge base and returns grounded property recommendations.

Business Problem
Real estate agents often search property spreadsheets manually to answer questions about price, location, bedrooms, property type, availability, and features.
Solution
Built an automated ingestion pipeline that monitors property files, creates embeddings, stores listings in a vector database, and allows users to search property inventory conversationally through an AI agent.
Workflow
- 01Property Spreadsheet
- 02Google Drive Monitoring
- 03Data Extraction
- 04OpenAI Embeddings
- 05Supabase Vector Store
- 06User Property Query
- 07RAG Retrieval
- 08AI Recommendation
Key Features
- Automated property spreadsheet ingestion
- Embedding and vector storage for listings
- Conversational property search with RAG
- Grounded recommendations from inventory data
Tech Stack
n8nOpenAISupabaseVector SearchRAGGoogle DriveJavaScriptAI Agents
Architecture / System Flow
Google Drive updates trigger ingestion and embedding into Supabase, then user queries are answered through RAG retrieval and an AI property assistant.