Improve a contact record only when every detail is relevant
Data · Example outcome
The handoff
A review-ready brief about proposed professional contact fields and updates to approved business records, with source checks, uncertainty, and approval status.
Keep in mind
Enriched records can be inaccurate or overly personal, and public availability does not remove privacy duties. Document purpose and source terms, use relevant business fields only, avoid sensitive inferences, minimize retention, honor corrections and opt-outs, and require an owner to approve every update and later contact.
