Lab Index / Analysis No. 001

The Tiredless Team: How We Automated Our Entire Invoice Lifecycle

How we built a team of AI agents to handle 500+ invoices a month without a single human touch.

Emre Ozen
Emre Ozen VP, Head of Ad Operations & Analytics
Dec 15, 2025 Connect via LinkedIn

Processing invoices is the quintessential "busy work" that kills productivity. It's repetitive, prone to human error, and absolutely critical to get right. At my agency, we were drowning in a sea of PDFs, handling over 500 invoices monthly. The old way involved a dedicated person spending 3 days a week just opening emails, matching PO numbers, and entering data into Xero.

We decided to fire the human process and hire a team of AI agents instead. We call them "The Tiredless Team".

The Architecture

We built the entire workflow in n8n, self-hosted on a simple VPS. The logic is split into three distinct agents:

  • The Gatekeeper (Mail Hook): Watches for incoming invoices, filters out spam, and classifies the document type.
  • The Analyst (Gemini Flash): Extracts key data points (PO Number, Amount, Vendor, Due Date) with 99.9% accuracy.
  • The Accountant (Xero API): Validates the data against our internal records and posts the draft bill for approval.
The n8n workflow for invoice processing
FIG 1: The invoice processing workflow in n8n.

The Economics

The results were immediate and drastic. We reduced the processing time from 24 hours/week to near zero. The cost per invoice dropped from ~$4.50 (human time) to ~$0.02 (API costs).

But the real win wasn't the money—it was the accuracy. Humans get tired at 4 PM on a Friday. The Tiredless Team processes the 500th invoice with the same precision as the first.

Key Takeaway: Automation isn't just about speed; it's about reliability. By removing the human variable from standardized tasks, you don't just save time—you eliminate the source of error.