The project, which Reveille will co-produce with U.K.-based Power and Frecuencia Latina International, follows the adventures of Jose, a thirtysomething bachelor who begins seeing a therapist in an attempt to understand why all of his romantic relationships fail.

"Problem" marks musician-actor Timberlake's first executive producing duties on a scripted TV project. He is exec producing...