
Operational client system · ALLCPR
ALLCPR Site Intelligence
Problem: ALLCPR needed a consistent way to compare where to open, staff, and grow instead of manually searching maps or trusting one headline score.
Built: Leon built a location-planning system from a reviewed project dataset containing 33,772 U.S. ZIP-code records. It brings together targeted local-business map data, public business and facility data, ALLCPR's history, uncertainty ranges, reasons for and against each area, maps, and Excel exports for the team.
Reliability check: Leon found and removed a misleading validation loop, so the platform shows uncertainty instead of presenting false confidence as fact.
Decision boundary: The platform prioritizes markets to investigate. Rent, parking, classroom fit, instructor coverage, and current local conditions still require human field validation before opening.
Role: data product and full-stack developer · ALLCPR client project
“Leon built a system that helped us evaluate and plan new locations as ALLCPR expanded. It became a useful part of how we approached opening branches and supported our growth to more than 300 locations. He understood the business problem and built something practical that we could actually use.”
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