Fraud is invisible until it hits the bottom line. At Adobe, misuse was occurring in quiet, yet in costly ways! One user sharing an account with ten others, bots mass-creating fake trials, and suspicious spikes in activity. I was brought in to help build a Zero-Trust UX that identified and applied friction only to malicious intent, maintaining seamlessness everywhere else, not just to detect patterns, but to design a system that understood intent.