Byterat offers software that predicts battery failure and extends lifetime. Their technology combines electrical signals from existing circuitry with machine learning to provide a “biomarker” of battery health. Byterata accelerates battery R&D by speeding up long-term cycling tests, reducing liability for manufacturers by improving cell and pack quality control, and enabling real-time performance forecasting of energy assets.