With an abundance of purchasing data and little way to interrogate it, Fraud Prevention has traditionally adopted a reactionary approach, responding to triggers often flagged by on-board detection. The machine learning team and Fraud Prevention teams at LNER set out to use new technology to solve an LNER and industry wide challenge.