Expense + receipt categorization
OCR receipts, categorize against chart-of-accounts, flag missing approvals, sync to accounting. Eliminates the monthly receipt-reconciliation slog.
mid-market
retail
finance
Monthly Active Users
50,000
default for mid-market
Calls per User / Month
2.4
Token Shape (in/out)
900 / 320
Setup Complexity
medium
~60 hours
Suggested capabilities
inference
multimodal
evaluation
Integration
Complexity
medium
Setup hours
60 hrs
Glue cost / month
$150
Common systems
QuickBooks
Expensify
Ramp
Brex
Production hints
PII intensity
medium