Comment by hashimotonomora

Experienced chemists can look at molecule diagrams and have an intuition as to its activity and similarity to other known molecules. It’s like most of science and math: most discoveries begin with intuition and are demonstrated rigorously afterwards. I believe Poincare said something to this end.