ATP synthase is an enzyme found in cells that make ATP from ADP and inorganic phosphate . The ATP synthase is powered by the difference of concentration of pH between inside and outside the place where the enzyme is located . E. coli ATP synthase is the simplest known form of ATP synthase , with 8 different subunit types .