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As organizations increasingly shift to online and virtual operations, a significant challenge arises in processing electronically submitted receipts for reimbursement. These receipts must first be categorized appropriately by the accounts department, which traditionally relies on manual intervention. Teams must review and filter scanned receipts based on departmental and eligibility criteria, a task that becomes daunting with high volumes. To alleviate this manual workload, many organizations have turned to AI-based solutions. While OCR technologies are available for data extraction, addressing the broader issues beyond data extraction is essential for effective processing.