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4Mation is an AI solution that predicts Li-Ion battery cells quality using manufacturing data and AI. It has been developed by TotalEnergies Digital Factory for its affiliate SAFT, a battery maker acquired by TotalEnergies in 2016. Solution is currently running in a SAFT factory and being scaled.