Differential Privacy

Technical

A mathematical framework that bounds how much any single individual’s data can influence an aggregate result, by adding calibrated noise. Used by the U.S. Census Bureau and major tech firms; provides provable guarantees but reduces precision.

Detect & redact sensitive data in your documents

PII Anomalyzer scans PDFs, Word, and Excel files for 55+ entity types using on-device AI. Your data never leaves your machine.