The rapid advances in digitalization has also made incidences of fraud more prevalent. Fraud has become pervasive across business domains and is challenging organizations to be more imaginative & proactive in tackling sophisticated and organized forms of fraud. Our approach focusses on automation by combining traditional rule-based methods, application of AI techniques and network data science.