Case study
AquaSonic Car Wash
Automotive & car wash
Which Locations Will Perform Before We Invest?
Sales forecasting and high-performing site prioritization before capital deployment.
Problem
What Was at Stake?
Capital-intensive expansion with limited margin for error on site selection.
MapZot.AI work
How the Decision Was Modeled
Outcome
What Became Clearer?
Cost of being wrong
$4M–$5M Per Site
Wrong Site Selection Leads to Long Payback Periods and Weak Membership Adoption
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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We May Only Open One Store. Can We Forecast It Accurately?
Precision site modeling for one high-confidence opening over 12–18 months.