Prevent bad car-wash deals with data-driven site selection + membership ops

Prevent bad car-wash deals with data-driven site selection + membership ops targets a $1.8B = 60,000 total US car wash sites x $30k ACV (full-stack platform sold to operators & roll-up funds for underwriting, ops, payments, and marketing) total addressable market with medium saturation and a year-over-year growth rate of 15% (tech & analytics spend within car wash operations; overall industry growth lower but digital spend is accelerating).

Key trends driving demand: Membership-first models -- recurring revenue transforms acquisition math and increases operator willingness to pay for churn/LTV optimization.; PE consolidation & roll-ups -- buyers need standardized underwriting and ops tooling to scale and justify multiples.; Geo & sensor data availability -- satellite, ADT/traffic counts, and CV from cameras enable precise lot utilization and competitor detection.; Digital payments & embedded finance -- integrated billing and fleet contracts create predictable cash flow and payment data for modeling.; Saturation risk & build-outs -- overbuilding in Sun Belt corridors creates demand for better site-selection and cannibalization forecasting..