Users move through a guided workflow — short and detailed surveys about their dating scenario — while the app searches public registries and cross-checks photos and identities, and the results come back banded, with the reasoning shown. It began as a focused MVP and has grown into a full product, with a complete web application now in build alongside the mobile apps.
It's an ongoing project with live users who are responding well — a privacy-conscious, AI-first product in a sensitive space.