Data is a drug company’s most valuable resource. It’s been said that we work in a data company that happens to make drugs. In this article, we discuss the data we generate during the discovery phase in the early stages of the drug development process. We then discuss the important role of assay data management and best practices in this area to ensure discovery data is most useful across a research organization.