A crucial task in all drug discovery projects is designing molecules against multiple, often contradictory objectives. Much of today's drug hunters' time is therefore spent on attempting to find an optimal compromise where all desirable properties are satisfied in a single molecule. The use of sophisticated computational methods, leveraging high-quality datasets to help solve this task, is thus conceptually very attractive.