"Love That Girl" is a song by American recording artist Raphael Saadiq, released as a single on August 5, 2008, by Columbia Records. It was the lead single for Saadiq's 2008 album The Way I See It. The song was written by Saadiq and co-producer Bobby Ozuna. "Love That Girl" is a Motown-inspired soul song with sweet-natured, innocent lyrics about affection. The single peaked at number 45 on the Billboard Hot R&B/Hip-Hop Songs. It was nominated for a Grammy Award for Best Traditional R&B Vocal Performance.