Guide
Data standards
What is true of every published field.
Every record is compiled from public sources, independently cross-verified, and human-reviewed before publication. Four guarantees are enforced in code:
Identity-verified photos
Every published portrait passes an identity check and is served from our own storage. Image links never rot.
Confirmed social accounts
Handles publish only after independent confirmation.
Privacy-safe by design
Personal data is limited to what’s public and confirmed. Family data covers marital status and counts — never a relative’s name.
Clean responses
Every field present is verified data. Absent values are omitted — never sent as null.
Federal records refresh weekly, every jurisdiction is re-verified on a monthly cycle, and changes pass a human approval queue before publication.
How verification works walks the pipeline end to end; field coverage reports per-field figures measured on a live sample.