Why this workflow matters
Keep the useful context. Remove the unnecessary identity.
An academic transcript can contain student names and identifiers, school names, dates and locations, course tables, grades and registrar details. Review vendor, pricing and delivery information locally before procurement analysis with AI. The useful context stays readable while unnecessary identity-bearing details are reviewed before export.
The goal is a working copy that still makes sense to an AI tool: relationships stay consistent, while accepted names, contacts, addresses and document-specific identifiers become controlled replacements.

