Gordy later co-composed the Originals' hits "Baby, I'm for Real" and "The Bells" with Marvin Gaye. Gordy's name was included as a co-songwriter on two songs on Gaye's 1971 album, What's Going On, including "Flyin' High (In the Friendly Sky)" and "God Is Love". In 1973, Gordy's name was included in the credits to the song "Just to Keep You Satisfied", which was originally recorded in 1969 by the Monitors, and recorded by the Originals two years later. Gaye's version was overdubbed from the Originals recording and reversed the song's romantic lyrics for a more solemn view of the end of a marriage. Gordy left Motown at the end of the 1970s and retired from the music industry.
In 1971, the couple moved to Hollywood. Two years later, they filed for legal separation. Gaye settled in with a young woman named Janis Hunter, with whom he had two children. In November 1975, Gordy filed for divorce. After nearly two years, the case was settled in Gordy's favor after Gaye agreed to remit a portion of his royalties from his next album to her. The resulting album, Here, My Dear, gave audiences a view of the marriage from Marvin's point of view. After its release in December 1978, Gordy threatened to sue Marvin for $5 million for the invasion of privacy. Nothing came of her threat.