The paper is organized as follows. First we discuss a related non-chemistry search problem that is conceptually easier to understand but is of roughly similar difficulty: finding a specific sequence of characters. Then we discuss the chemical equivalent, which is finding a specific molecule among the 10 60 possible. Finally, we discuss an example of the more usual molecular discovery problem where there are many solutions.