Case study
Red's Car Wash
Automotive & car wash
Where Should the Owner Open Next?
Clear market-opening roadmap built around owner-level decisions.
Problem
What Was at Stake?
Founder-led expansion without institutional planning infrastructure.
MapZot.AI work
How the Decision Was Modeled
Outcome
What Became Clearer?
Cost of being wrong
$4M–$5M Per Site
Expansion Based on Intuition Could Miss High-Value Markets
The goal was not more data. The goal was a cleaner decision before capital, lease commitments, buildout time, and leadership attention were locked in.
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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.