In the complex world of healthcare reimbursement, discrepancies between open claims and explanation of benefits can lead to massive revenue losses if not carefully watched. This clinic, like many, dealt with the risk by assigning more people to it: eight full-time staffers (with two open positions) spent their days manually reviewing 4,200+ EOB documents each month — a mix of paper and electronic images — and checking amounts against open claims from the clinic’s billing software to ensure the net payment matched the expected billing amount. EOB documents often included multiple patient ICN codes that needed to be extracted as individual line items. At best, this manual reconciliation took 8 days and the team was stretched.