Regional Auto Group
Four-store regional dealership platform operating corporate infrastructure with store-level process autonomy. $3.8M annual GP variance identified across locations. Analysis validated against NADA and Foureyes benchmarks, stress-tested via Monte Carlo simulation.
The platform operated corporate infrastructure—shared services, executive oversight, centralized G&A—while maintaining store-level operational autonomy. This configuration incurred platform costs without generating corresponding operational leverage. Processes varied by location. Best practices remained localized.
The variance appeared process-driven rather than market-driven: four stores on a shared campus, with common traffic and demographics, operating at Hours/RO from 1.47 to 2.08 and close rates from 7.1% to 11.7%.
Bottom-up variance analysis from trailing twelve-month store performance data. Benchmarks validated against NADA Slide Guide 2025 (Hours/RO) and Foureyes 2025 Benchmark Study (close rates). Implementation costs sourced from Indeed, Salary.com, NCM Institute, and vendor quotes.
Monte Carlo simulation with 10,000 iterations using triangular distributions. Capture rates: 40–60–85% Fixed Ops, 35–55–75% Variable Ops. Cost variance: -10% to +25%. Time to value: 6–9–18 months. Sensitivity analysis identified capture rates as primary outcome drivers (~$800K swing each).