The situation
Teams may retype information from invoices, forms or PDFs, then check it against another record. Layout differences and missing fields make a fully automatic path harder than a demo suggests.
What we investigate
We examine document types, field definitions, input quality, reference records and the downstream action. We agree which errors are tolerable and which must stop processing.
What a first proof could show
Use representative documents, including poor-quality and incomplete examples. Compare extracted fields against expected values and demonstrate how an uncertain record reaches a reviewer.
Boundaries to agree
An extracted value is not automatically a verified fact. Production needs access controls, validation, retention rules and a recovery path for failed or duplicate processing.