Mukkabaaz was conceived by Singh, who wrote it with his sister Mukti Singh, based on his observations of several sportspersons' experiences in India. Several producers rejected it until Kashyap agreed to make the film if Singh would become a real boxer. To prepare, Singh went to the Netaji Subhas National Institute of Sports, where he trained in boxing for a year.