Our work perspectives include the application of our approach to LIB electrode formulations with other chemistries and to Sodium Ion and Solid-State Battery electrode manufacturing processes. We believe that the proof-of-concept presented in this article illustrates that simple AI approaches can still deliver a lot in the complex field of EEC manufacturing.