We do that all the time in mathematics though; generate some random examples of the phenomena you're investigating to see if there are any "easy" counterexamples. If not, try to visualize them and see if patterns emerge. This is an easy way to build up intuition on a problem: seeing "how" something behaves gives you clues about where to look when you go to prove it.