Dataset Privacy Risk Sampler

WHY THIS EXISTS

Built for AI-agent work that needs evidence, not vibes.

Paste CSV or tabular rows to detect PII, secrets, quasi-identifiers, risky free-text columns, and produce a redaction plan plus safe sample receipt. The useful output is a visible table plus a receipt that names input, checks, limits, and next action.

• Flags direct identifiers, secrets, quasi-identifiers, and risky notes before a dataset is pasted into AI tools.
• Builds a redaction plan instead of only warning that data may be sensitive.
• Creates a small synthetic-safe sample to preserve structure without exposing real values.

Boundary: Not for legal privacy compliance, HIPAA/GDPR certification, de-identification guarantees, or processing regulated records without expert review.