Built and shipped · 2026
An automated first pass over an inbound document queue
The problem
Emailed and PDF documents arriving in an unstructured inbox, each one needing extraction, validation against a reference dataset, and a decision on whether a human had to look at it.
What I built
A working system that reads the document, extracts and validates every line, holds back anything ambiguous with an explanation of exactly what is unclear, and drafts the follow up message. Nothing is written to a system of record and nothing is sent without a person approving it.
The evidence
The recording below is the real system running end to end on two documents, one clean and one deliberately messy. It is not a mockup.