Increasing the efficiency of the drug discovery process is a challenge faced by drug hunters everywhere. One strategy medicinal chemists employ to meet this challenge is learning from knowledge sources within and beyond their organization. In this Perspective, we discuss the evolution of mechanisms for medicinal chemistry knowledge capture and sharing at Merck & Co. over the past 15 years. We describe our approach to knowledge management and report on the multiple enduring and complementary teams and initiatives we have created to capture and share knowledge within a geographically diverse medicinal chemistry community. In addition, this Perspective will share the benefits we have observed and also reflect on what has allowed our efforts to be both successful and sustainable.