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Document AI: turning invoices and purchase orders into ERP data automatically

Stop retyping documents. How AI extraction works, where it struggles, and how to roll it out safely.

By the INSABHI team6 min read

Finance and operations teams spend hours copying data from PDFs and emails into their ERP: supplier invoices, purchase orders, delivery notes, bank documents. Document AI can do most of that work, with people reviewing the exceptions.

How it works

  1. Documents arrive by email, upload or scanner.
  2. OCR and AI models read the layout and extract fields such as supplier, dates, totals, tax and line items.
  3. The data is matched against your ERP: vendor, purchase order, products.
  4. A draft bill or order is created, flagged for review if anything does not match.

Where it shines and where it needs care

Works wellNeeds human review
Typed invoices from regular suppliersHandwritten or poor-quality scans
Standard purchase ordersUnusual layouts or multi-page tables
Header fields: totals, dates, taxLine items that do not match catalogue codes

Roll-out tips

The goal is not zero humans. It is humans reviewing exceptions instead of typing everything.

Talk to us about automating your documents.

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