AI Data Entry Example: Invoice to Record
This example shows the transformation from a raw invoice email to a structured accounting record. A freelance designer receives an Adobe Creative Cloud invoice for €65.99. Manually she spends four minutes typing fields into her accounting software — at her €40 hourly rate, that is €2.67 of her time per invoice. Nika performs the same transformation automatically at {price} per processed invoice and outputs a record ready for import.
Before: manual process
A freelance graphic designer receives an email from Adobe: "Your Adobe Creative Cloud invoice." The PDF shows invoice number AB-2025-0314, billed to her business, €54.95 net plus €11.04 VAT at 21%, total €65.99. She opens the PDF, switches to her accounting spreadsheet, types the date, vendor, invoice number, net amount, VAT amount, total, and manually assigns expense category "Software Subscriptions — Design Tools." Four minutes gone — and at her effective rate of €40 per hour, that is €2.67 of billable time spent on a task that does not earn her anything.
After: with Nika
The same Adobe email arrives. Nika reads the attachment and produces a structured record: { vendor: "Adobe", date: "2025-03-14", invoiceNumber: "AB-2025-0314", net: 54.95, vatRate: 21, vatAmount: 11.04, total: 65.99, category: "Software Subscriptions — Design Tools", paymentMethod: "Visa •••• 4242" }. The record is written directly to her accounting system, categorised, and ready for the VAT return. No typing, no category lookup, no spreadsheet. Cost: {price} per processed invoice.
Workflow
- 1
Read input
In: Email "Your Adobe Creative Cloud invoice" + PDF attachmentOut: Invoice identified, PDF parsedSaved: ~30 seconds vs. opening email and downloading - 2
Extract fields
In: PDF — vendor, date, number, amounts, tax breakdownOut: vendor=Adobe, date=2025-03-14, number=AB-2025-0314, net=€54.95, VAT 21%=€11.04, total=€65.99Saved: ~2 minutes vs. manual reading and typing - 3
Transform
In: Raw extracted fieldsOut: Structured record: { vendor, date, invoiceNumber, net, vatRate, vatAmount, total, category, paymentMethod }Saved: ~1 minute vs. manual formatting and category assignment - 4
Output
In: Structured recordOut: Record written to accounting system / exported as structured fileSaved: Eliminates manual data entry entirely
Cost comparison
| Method | Cost | Time |
|---|---|---|
| DIY — designer own time (€40/hr, 4 min) | €2.67 / invoice | 4 minutes of billable time |
| Bookkeeper (€25/hr, 3 min) | €1.25 / invoice | 3 minutes, batched weekly |
| Nika (per processed invoice) | {price} / invoice | Under 1 minute, same day |
Key takeaways
- The output is a structured record — the same fields a human would type, in a format ready for accounting software.
- For a freelancer, the real cost of manual entry is billable time diverted: €2.67 per invoice at a €40 hourly rate.
- Nika charges {price} per processed invoice — less than the value of the time saved on a single entry.
- The categorisation (Software Subscriptions — Design Tools) is learned from your history, not guessed.
Questions
Can I see the structured record before it is filed?
Yes. Every record Nika produces appears in an approval queue with all extracted fields visible — vendor, date, number, amounts, category. You can review, edit, or reject before it reaches your accounting system. Nothing is filed blindly.
What if the invoice has multiple line items?
Nika extracts each line item separately — description, quantity, net, tax — and structures them as an array within the record. A single invoice with five line items produces a record with five itemised lines, not a single lump sum.