PropVision

Real Estate Analytics Engine

The system identified $400M+ in investment opportunities across 30 metro areas.

4.2%Median valuation error

12MProperties indexed

127Acquisitions in year 1

7.2%Avg. undervaluation captured

The Challenge

Build a property valuation and investment analytics platform processing 12M listings with satellite imagery, census data, and 30 MLS feeds for undervalued property identification.

Our Approach

Metric learning for comparable sales, LightGBM hedonic pricing with spatial embeddings, and ResNet-50 roof condition classifier on aerial imagery. Unified 247-feature property records across 30 metro areas.

Tech Stack

LightGBMResNet-50PostGISMaxar ImageryFastAPIAirflow

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