A technique is presented for simplifying the training process of machine vision systems in judging the quality of parts they were designed to inspect. The show-and-go technology trains a vision system by simply showing it several examples of good parts. The system can then `remember' what characteristics constitute a good part and can use this information to inspect the rest of the parts. Several characteristics of the show-and-go machine vision are discussed.