"Quentin B. Huff from PopMatters wrote that "Shut Up and Drive" is a sassier version of Aretha Franklin's "Freeway of Love" and Michael Jackson's "Speed Demon".He also stated that the song would have fit comfortably on Gwen Stefani's first album.