The idea of drug-likeness is pervasive in pharmaceutical research. Although it has its place, the concept can also be twisted to provide cover in the absence of other data. After all, what in the world does ‘drug-like’ actually mean? One place to look for meaning in the term ‘drug-like’ is with, well, drugs! Pharmaceutical sales figures, when combined with structural information, can provide valuable insights into drug-likeness.