Why this workflow matters
Keep the useful context. Remove the unnecessary identity.
A payroll record can contain employee names and IDs, bank and tax references, salary, benefits and workplace details. Limit employee and candidate exposure before using AI to organize or review HR content. 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.

