For evaluation of the applicability domain of trained models, QSPRpred provides integration with MLChemAD . MLChemAD implements many commonly used definitions of the applicability domain for cheminformatics models, based on k-nearest neighbors, the local outlier factor or on bounding approaches. It is also possible to implement a custom applicability domain using the ApplicabilityDomain base class.