Researchers will also be able, in many cases, to refute likely false predictions and to understand when queries are outside the applicability domain. Taking all observations into consideration, we believe that shape-based approaches are predestined for use in target prediction for CSMs and molecules for which data on structurally related compounds are scarce, although also these approaches are challenged by macrocyclic compounds and structurally complex natural products.