In this project, we develop an innovative approach to combating money laundering, based on advanced AI methods using hypergraph representations and process mining. This combination provides an integrated overview of the transactions involved, can handle the complex nature of the data, and remains interpretable for experts analysing the data, enabling them to make well-founded decisions.