High-Throughput Experimentation (HTE) helps finding suitable reaction conditions for some of the toughest transformations by throwing experiments at the problem. Goal of this talk is to show that one can do better in HTE than relying on the brute force of trying everything. HTE can also do more than reaction screening and the data we generate has relevance for chemistry in general.