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.
Explore more
Related location decisions
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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.