Executive takeaway
A usable outlet universe requires field verification and disciplined classification—not coordinates without commercial context.
Editorial note
Selected, anonymised evidence story. Client-identifying details and project specifics have been generalised.
The challenge
Fragmented outlet records made it difficult to see the retail universe clearly or plan coverage with confidence.
The evidence approach
Field intelligence, outlet verification and AI-assisted classification were combined to detect, organise and map retail locations.
The decision impact
The resulting market view supported coverage planning, route-to-market diagnostics and expansion decisions.