US Patent 11803852 Detection and intervention for anomalous transactions

Disclosed are methods, systems, and devices for identifying anomalous and/or problematic payments based on past payment patterns of a user, past experiences with the user, and the user's circumstances, and implementing intervention mechanisms for proactively resolving account issues before downstream impacts, such as collections calls, inbound calls, and complaints. Anomalous payments may be detected using clustering and prediction. Interventions may include phone calls, emails, notifications, etc. An alert or notification may be sent to the user's mobile application, and various selectable response options suited to the situation may be presented to the user.