Marcus Taylor, Operations Manager at a logistics company, implemented OCR-based receipt scanning for their 85-person field team.

Interviewer: Why move away from manual entry?

Marcus: Our field staff submitted paper receipts weekly. Someone in accounting typed everything into the system, taking roughly 12 hours per week. Error rate was around 8 percent, mostly transposed numbers or wrong categories.

How accurate is the OCR system?

After three months, we are seeing 94 percent accuracy on clear receipts. Faded thermal paper still causes problems. The system flags uncertain reads for review, which happens maybe 15 percent of the time. Still faster than typing everything.

What surprised you during rollout?

People needed training on photographing receipts properly. We had to create a quick guide showing good lighting and flat positioning. Also, integration with our accounting software took longer than vendor estimates suggested. Plan for twice the implementation timeline they quote. But the data entry time dropped to about 2 hours weekly, so the ROI worked out in four months.