An interactive marketplace connecting buyers with agents featuring deep ML search filtering.
PropertyConnect had a vision: build the most intelligent property search experience in their market. Standard filter systems weren't enough — they wanted ML-driven recommendations that understood buyer intent.
Key highlights of the project: - Natural language property search powered by OpenAI embeddings - Interactive map search with polygon drawing tool built on Mapbox - ML recommendation engine that learns from user browsing and shortlist behavior - Automated property valuation estimates using comparable sales data - Agent matching algorithm pairing buyers with the highest-rated specialist in their target area - Integrated mortgage calculator and affordability tool
Within 6 months of launch, PropertyConnect became the #2 ranked property platform in their region by organic search traffic, with a 70% improvement in lead-to-viewing conversion.