The comedy will be directed by Walt Becker (Wild Hogs) and will begin filming in July according to Variety.
In addition to the three stars, Old Dogs will star Ella Travolta, the daughter of John Travolta and Kelly Preston.
The film follows the story of friends and business partners who watch their lives change when they have to take care of seven year-old twins.