Full case

Housing Suitability Map

Housing search starts with listings, then checks the hard risks too late: road noise, weak transit, crime, land use, and access.

Live risk-overlay state from the public demo.

Period

2026

Output

Risk shortlist

Surface

Map + inspector

Role: Product designer and builder
Scope: Geospatial risk model, map interaction, inspection, and export
Evidence: 2026 public demo and source. The product screens locations before viewings; no valuation or safety-certification claim.

Start with constraints

The workflow checks hard location risks before the user invests time in individual listings.

Users can combine source layers, apply scoring profiles, inspect a point, draw an area, and compare the resulting shortlist.

The map supports early screening and export. It does not claim to replace valuation, legal review, or a safety assessment.