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. Keep commercial terms and relationships readable while limiting unnecessary identity exposure. 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.

