Based on the urban legend of The Backseat Strangler/Killer.
The character of Pike was inspired by Jason Bourne (The Bourne Identity (2002)) and Anton Shugar (No Country for Old Men (2007)).
Though the film is set in Las Vegas and has footage shot on location, production was held in New Jersey.