Machine learning · MVP
Real Estate Valuation Engine
Estimated market value, confidence and a deal score for every listing
+12%
+8%
Estimated value
€248k
Confidence
Deal score
8.4 / 10
The challenge
Asking prices say little about real value, and comparing hundreds of listings by hand is impossible. Investors need a quick, honest signal of which listings deserve a closer look.
The solution
A comparables engine plus a LightGBM model with SHAP explanations estimate the market value and confidence of each listing. A deal score ranks them, always shown as an estimate with confidence, never as a guarantee.
What it does
- Comparable-properties engine by location and features
- LightGBM valuation with SHAP explanations
- Confidence score and deal score per listing
- Price history and days-on-market tracking
- Duplicate detection across portals
- Dashboard with rankings and alerts
Next project
SaaS Idea Validation
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