Finance team processing 320 invoices monthly. All manual. Error rate: 12%.
Built a document extraction system. Found $47,200 in overpayments in 8 months.
That discovery became my entire pitch.
THE AUTOMATION:
Invoice hits inbox β Extract vendor, amount, line items β Match against purchase orders β Flag discrepancies over 2% β Human approves
Nothing fancy. Just document parsing and matching logic.
THE CLIENT ACQUISITION LESSON:
I did not pitch "automation services."
I pitched: "I find money hiding in your invoice errors."
Same skill. Different positioning. Completely different response rate.
THE OUTREACH THAT WORKED:
"Hey [Name], most finance teams lose 2-5% of spend to invoice errors - wrong amounts, duplicate payments, missed discounts. I built a system that catches these automatically. One client found $47K in 8 months. Worth 15 minutes to see if similar issues exist in your AP?"
THE NUMBERS:
Old pitch (generic automation): 2% response rate
New pitch (money discovery): 14% response rate
Same service. Different angle.
THE REPLICABLE PATTERN:
Document processing β Find errors β Quantify the cost β Pitch the savings
Works for:
- Invoice processing (overpayments)
- Contract review (missed deadlines = penalties)
- Insurance claims (denied claims from data errors)
- Medical billing (rejected claims from coding mistakes)
What hidden money could you find in your target client's documents?