Each layer of the Byterat Platform was intentionally designed to transform battery data into a schema optimized to leverage advances in machine learning and AI. Our state-of-the-art data pipeline extracts scientifically-informed features from battery data that can be fed into machine learning models to predict cycle life, experiment outcome and state of health amongst other performance metrics.