Federated Learning

Technical AI

A machine-learning approach in which a model is trained across multiple devices or servers holding local data, with only model updates, not raw data, shared centrally. Designed to reduce data movement but does not by itself guarantee privacy.

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.