Abstract: The present disclosure relates to systems, non-transitory computer-readable media, and methods for analyzing and sorting batteries according to battery classifications. In particular, in one or more embodiments, the disclosed systems scan a target battery with a plurality of sensors and analyze signals of the plurality of sensors utilizing a classifier model to determine a battery classification for the target battery. Also, in some embodiments, the disclosed systems indicate the predicted battery classification to a battery sorting mechanism for sorting the target battery. Additional mechanisms and related methods for automated classification and sorting of batteries are disclosed.