Understanding what’s going on in your data and the insight that you are extracting, from training and all the way into production - at least, if you don’t want to be the one responsible for a complete fustercluck - is, however.
Most people’s intuition based in visual understanding, and therefore visualization is used more often than anything else. It is much better to understand your data rather than start testing everything and do trials and errors at random.