Mamukelashvili was selected in the second round of the 2021 NBA draft with the 54th pick by the Indiana Pacers then traded to the Milwaukee Bucks. On August 4, 2021, the Bucks signed him to a two-way contract. Under the terms of the deal he will split time between the Bucks and their NBA G League affiliate, the Wisconsin Herd.