Scientists’ ability to detect drug-related metabolites at trace concentrations has improved over recent decades. Various cheminformatics tools have been developed to address these metabolite identification challenges. This article describes the current state of these tools, and presents a description of pre-experimental and post-experimental metabolite structure generation using MetaSense.