Where Aegis shines (use cases)

Healthcare (multi-hospital) - Build models across hospitals without sharing raw PHI - Track privacy budgets and generate audit-ready reports

Banking (consortium fraud) - Joint fraud detection without swapping customer PII - Robust aggregation reduces impact of outlier or adversarial updates

Public sector (census/analytics) - Strong privacy guarantees with DP - Transparent reporting for public accountability