In this project, we aim to develop an innovative method for detecting money laundering activities, based on advanced AI techniques using hypergraph representations and process mining. This approach provides a coherent view of the transactions involved, can handle the complexity of the data, and remains interpretable for domain experts, enabling them to substantiate their analyses and decisions.