This document provides an overview of the drug discovery process. It discusses both discovery without a lead, like penicillin and Librium, as well as discovery with a lead. Methods of lead discovery discussed include random screening, non-random screening, drug metabolism studies, clinical observations, and rational drug design approaches. The drug discovery process is long, typically taking 12-15 years and costing $600-800 million to bring a new drug to market. Examples like penicillin, Librium, and other drugs are used to illustrate key concepts and approaches in drug discovery.