Expense Receipt OCR Triage Agent
Extracts data from photographed or emailed receipts, matches them to expense policy categories, and flags exceptions before submission to the expense system.
Employees submit expense receipts in wildly inconsistent formats, from crumpled paper receipt photos to PDF invoices to forwarded email confirmations, and manually keying each one into an expense system is tedious enough that people either delay submission for weeks or submit incomplete information
Handwritten or faded thermal-paper receipts are particularly difficult to read accurately, and a misread total or date can cause a reimbursement to be rejected and sent back for correction, frustrating the employee and adding rework for the finance team
Expense policy compliance checks, such as meal spending caps or required itemization for expenses above a threshold, are typically only caught after submission during a manual audit, well after the employee has moved on mentally from the expense
Duplicate submissions, whether accidental or an attempt to double-claim the same expense, are hard to catch manually across a high volume of submissions
The agent accepts receipt images or PDFs from a mobile app, email forward, or scanner, and applies OCR combined with layout understanding to extract merchant, date, amount, tax, and line-item detail even from low-quality or handwritten receipts. It classifies each expense into the correct policy category, checks the amount and category against applicable spending caps and itemization rules, and cross-references against recent submissions to catch potential duplicates. Clean, policy-compliant expenses are packaged for straight-through submission to the expense system, while exceptions are routed back to the employee with a specific, actionable explanation of what needs correction.
Receipt Capture and Extraction
- Accept receipt images or PDFs from mobile app, email, or scanner intake
- Run OCR and layout analysis to extract merchant, date, amount, tax, and line items
- Apply enhanced processing for low-quality, faded, or handwritten receipts
- Flag receipts that fail extraction with insufficient confidence for manual entry
Categorization and Policy Check
- Classify each expense into the appropriate policy category, such as meals or travel
- Check amounts against applicable per-category spending caps
- Verify itemization is present for expenses above the required threshold
- Flag expenses missing required business justification or attendee details
Duplicate and Anomaly Detection
- Cross-reference each receipt against recent submissions for the same employee
- Detect potential duplicate submissions based on merchant, date, and amount matching
- Flag unusual patterns, such as expenses submitted outside normal travel dates
- Route confirmed duplicates for employee clarification rather than automatic rejection
Submission and Exception Routing
- Package clean, compliant expenses for straight-through submission to the expense system
- Route policy exceptions back to the employee with specific correction guidance
- Escalate high-value or repeated exceptions to the manager or finance team
- Track resubmission and resolution of flagged exceptions