The show will be based around how the protagonist, Shamsher Singh will run a 20 year old police training school. He would be seen producing some of the finest policemen in the country but would face a major challenge for training a set of young teenage losers who aspire to be policemen.Police Factory will be about 7 cadets who are complete misfits for the academy but still are here due to their own reasons and are dedicated to become police officers.