Declan Murtagh

Loan document extraction must validate compliance-sensitive fields across the full package.

Certifications don't reveal where your documents actually go.

Purpose-built APIs extract and validate mortgage data across documents; generic tools just digitize.

Measure field-level accuracy and audit contracts before renewing document automation vendors.

Verify document API vendors handle sensitive data securely before deploying them.

Automation removes tasks, not expertise—map skills to new roles before you cut headcount.

European audits show document workflows are the weak point in deletion compliance.

Document pipelines face unique data-movement risks that 2022's ISO revisions directly address.

Categorize recurring exceptions by root cause to fix systemic problems instead of symptoms.

Build exception rules at each pipeline stage to prevent bundled documents from failing silently.

Confidence scores don't predict accuracy unless you measure them against ground truth first.

Separate handwriting recognition from field extraction to avoid costly misplacements.

Smarter routing of invoice exceptions cuts AP labor costs by prioritizing urgently.