From PDF emails to ERP orders

Why the PDF is the bottleneck

PDFs are everywhere because they're the lowest common denominator: any customer can produce one, and they look the same when printed. But that flexibility is exactly what makes them hard to automate — the same fields appear in endlessly different layouts, and many are scans or faxes rather than clean digital exports.

Template-based tools break on this variety, which is why so many PDF orders still get typed by hand even at companies that have invested in automation.

How AI extraction handles PDFs

LLM-based extraction reads the meaning of a document rather than fixed positions, so it handles unseen layouts, scans, and faxes. It identifies the PO number, customer, and line items wherever they appear, and lowers its confidence on poor-quality input instead of guessing.

Closing the loop into the ERP

• Extract the structured order from the PDF.
• Match and validate it against your ERP data.
• Create the sales order automatically when confident.
• Route exceptions to review with the PDF in view.