How It Works
From raw property listings to AI-powered valuations — a five-stage pipeline that processes 70,000+ properties across Thailand.
Objective: Scrape 70,000+ property listings from Thailand's leading real estate portals and extract structured data.
Objective: Transform raw listing data into ML-ready features: distance calculations, target encoding, government appraisal prices.
Objective: Predict fair market price using gradient-boosted tree models trained on 33,000+ real listings.
Objective: Find comparable properties, compute nearby market averages, and query government GIS data for zoning and flood risk.
Objective: Generate expert-quality property analysis that synthesizes the prediction, SHAP factors, comparables, government data, and visual assessment from photos.
Try it yourself
See the pipeline in action with real property data.