Computational molecular design is a useful tool in modern drug discovery. Virtual screening is an approach that evaluates individual members of compound libraries. In contrast, design approaches construct compounds by combining scaffolds and sidegroups to optimise the calculated binding affinity. We develop software tools and apply molecular design to drug discovery projects.