High throughput screening (HTS) is a widely adopted method in drug discovery that automates the testing of large numbers of compounds to identify potential lead candidates based on various biological activities. It has evolved since the early 1990s from a focus on quantity to an emphasis on quality and specificity, utilizing advanced technologies and equipment to improve screening efficiency and data analysis. Despite challenges in cost and data quality, HTS remains a central and evolving approach in the search for novel drug entities.