This timely, meticulous and accessible technical note brings important insights to the hydrological community on the new opportunities for sensitivity analysis (SA) offered by explainable AI. It also addresses the issue of computational efficiency, which remains an important barrier to application of SA to complex models. By reconciling machine leaning techniques with classical SA, the paper is relevant to the broader environmental modelling, sensitivity analysis, and explainable AI communities.