Potential energy is use to pump hydrogen ions or protons, from the inter-membrane space of the mitochondria into the matrix space. The energy is derived from the active pump that generates a proton concentration gradient across inner mitochondrial membrane then the difference in electric charge and pH creates an electrochemical potential, which produces potential energy.
