Why this workflow matters
Keep the useful context. Remove the unnecessary identity.
A settlement agreement can contain party names and counsel details, matter numbers and payment references, release language, signatures and attachments. Keep duties and deadlines readable while removing identity details the AI does not need. 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.

