Trading & Distribution

PO–Invoice–GRN Reconciliation — Where Trading SMEs Bleed Hours

Three-way match hell in Malaysian trading: purchase orders, goods received, supplier invoices. LLM extraction + ERP integration with finance sign-off.

By winsym.ai1 min read

Finance teams in trading companies do not lack intelligence. They lack matching — PO quantities, partial deliveries, supplier invoice variants, credit notes in PDF.

Leak we quantify

  • FTE hours/month on manual matching
  • % invoices on hold > 5 days
  • Duplicate payments and missed credit notes (RM/year)
  • Month-end close slip (days)

A 15-person trading house often loses 1–2 FTE equivalents to reconciliation glue — work that never appears on the org chart.

Why OCR alone failed

Templates break when suppliers change PDF layouts. LLM extraction handles:

  • Mixed Malay/English line items
  • Handwritten quantity amendments on DO photos
  • Reference numbers in wrong fields

Output is structured draft in ERP — not auto-post.

Integration architecture

  1. Email/WhatsApp invoice intake → document store
  2. Extract → match against PO/GRN IDs
  3. Exception queue with plain-language reason
  4. Finance approves → ERP post

Full security and write-path governance on every posting action.

What to do next

Book audit kickoff — we need one month of sample invoices and your ERP export.