Jones had recorded "The Race Is On" in June 1963 but it was not released until September 1964 on the album I Get Lonely in a Hurry.
In the 1994 retrospective Golden Hits, Jones recalled that Dewey Groom first played him the song in his office at the Longhorn Ballroom in Dallas.