While AI technologies like generative AI use vast amounts of energy, solutions like embedded Machine Learning and Edge AI should be considered a power-saving feature. In many cases, applications requiring sensor processing can be solved faster and better using machine learning techniques. This talk explains why and how to use machine learning on microcontrollers, and how it benefits both the end-user, the developer and society to implement it in IoT devices.