At Yolt (ING), we continuously work on our transaction categorization engine to provide app users with a practical financial overview. But how to approach this seemingly clear-cut classification task and what are the key considerations? In this talk, I discuss all aspects, from business requirements to algorithms, starting with a simple model and moving on to label embedding neural networks.