Street-imagery sourcing tool — pulls real Mapillary photography and ranks it by camera-heading and distance match for architectural visualisation backdrops.
Sourcing accurate, correctly-oriented site photography for renders was manual, slow, and inconsistent across a 50-person practice.
Built the fetch/ranking engine, Mapillary integration, and dual server + standalone UI end to end.