With her former husband Prima, their songs included Johnny Mercer's and Harold Arlen's "That Ol' Black Magic", which was a Top 20 hit in the US in 1958. At the 1st Annual Grammy Awards in 1959, Smith and Prima won the first Grammy for Best Performance by a Vocal Group for "That Ol' Black Magic".