Here, the authors propose a novel classification of virtual screening applications to help to monitor the advances in virtual screening and to support future improvement of computational hit and lead identification methods. Several relevant virtual screening studies from recent publications, in both academic and industrial settings, were selected to demonstrate the progress in this area. Furthermore, the authors identify challenges that lie ahead for the development of integrated virtual screening campaigns.