I worked on one of these Fraud detection systems at Airbnb. Statistically, You are in 1% population with the your usage patterns. For most part, all ML models which are used to detect fraud have to take a trade off between precision/recall - meaning how often they let good guys suffer vs let bad guys in. BUt what most of these systems are missing is the appeal and escape path.