Case study
McBee Coffee & Carwash
Hybrid retail
Can One Site Support Coffee and Car Wash Demand?
Portfolio planning across two revenue behaviors on the same real estate.
Problem
What Was at Stake?
Dual-concept business combining two distinct demand patterns.
MapZot.AI work
How the Decision Was Modeled
Outcome
What Became Clearer?
Cost of being wrong
$2M–$4M Blended
Mismatch Between Demand Types Could Reduce Performance of Both Concepts
The goal was not more data. The goal was a cleaner decision before capital, lease commitments, buildout time, and leadership attention were locked in.
Explore more
Related Location Decisions
Franchise & multi-unit
BIGGBY Franchisee
next locations
Where Should We Open the Next 20 — and Which Stores Should Close or Relocate?
Next-market planning plus close / relocate recommendations.
Automotive & car wash
AquaSonic Car Wash
before investment
Which Locations Will Perform Before We Invest?
Sales forecasting and high-performing site prioritization before capital deployment.
Emerging restaurants
Ahi & Vegetable
right location
We May Only Open One Store. Can We Forecast It Accurately?
Precision site modeling for one high-confidence opening over 12–18 months.