In this minireview, Drs. Jayme L. Dahlin and Michael A. Walters summarize the different mechanisms by which molecules can be AICs (assay interference compounds), a subset of which can be flagged as PAINS (pan-assay interference compounds) by a popular set of substructure filters. They bin these into non-technology-related interference [...]