Thanks to the unique collaborative and synergistic structure of the Doctoral Network, PREDICTOR enables us to directly integrate our models in state-of-the-art modelling software, bridge them with other physical and machine learning models, and immediately deploy them to study technologically relevant materials for flow batteries.