How a Preschool Roll-Up Cut a 20-Hour Report to 13 Min With AI

A PE-backed preschool and daycare roll-up operates roughly 15 schools across three states and is actively acquiring more. Its federal food program brings in about $1M of annual reimbursement revenue with a five-day submission window each month. The monthly reimbursement report was fully manual: scanning receipts, hand-labeling every line item, and reconciling handwritten count sheets, taking about 20 hours of specialist time plus part-time help. Each school totaled its own receipts, and staff turnover meant constant errors, corrections, and chasing files across shared drives. Corporate overhead grew with every acquisition.

An automated reimbursement pipeline runs every month for every school, with a specialist reviewing before anything goes to the state. Payroll reconciliation, billing, and accounting automations the corporate team runs itself were added, plus an operations review and AI roadmap across all seven corporate functions, hands-on training, and a fixed-price playbook for onboarding each newly acquired school. The client owns all of the IP outright.

The pipeline runs monthly for every school. It pulls every receipt and handwritten count sheet from each school's Google Drive folder, then uses Claude (Opus) to read and categorize each line item, runs the reimbursement math in a data-science layer, and produces a government-compliant report that's auditable line by line. A specialist reviews the output before anything goes to the state, and the system was run in tandem with the existing process to prove it out. Topsail layered on payroll reconciliation, billing, and accounting automations that the corporate team runs itself, and ran an operations review and AI roadmap across all seven corporate functions with hands-on training. Because the automations run per school at near-zero marginal cost, each newly acquired school plugs into the same pipelines through a fixed-price onboarding playbook rather than adding work to the corporate team, and the client owns all of the IP. The adoption detail matters as much as the numbers: the specialist who used to run the process by hand started as an AI skeptic and now maintains the system's rules herself. What won her over was checking the first automated month line by line and watching it hold up.

Multi-site and roll-up operators with receipt-heavy, deadline-bound compliance reporting — especially PE-backed businesses acquiring similar units that need to integrate them without adding corporate headcount.