In the current work we set out to explore the use of a sophisticated similarity metric in generative methods. The power of rewarding compounds that are similar in 3D aspects, in addition to other molecular property constraints, is often underappreciated. It is a challenging task, due to the issues involved with conformer generation and molecular alignments. Nonetheless, this is a design strategy that we believe should be given more attention and we discuss why below.