 "Another Sad Love Song" has been performed at most of Braxton's concerts, and is featured on many of her greatest hits collections, including "Ultimate Toni Braxton" (2003), "Platinum & Gold Collection" (2004), "The Essential Toni Braxton" (2007) and "" (2009).After releasing her first solo single, "Love Shoulda Brought You Home", in 1992, as the soundtrack of the film "Boomerang", which became her first top-forty on the "Billboard" Hot 100 chart, Braxton released "Another Sad Love Song" as the lead-single from her self-titled debut album, "Toni Braxton", on June 28, 1993.According to Braxton, the song is a take-off of "Love Shoulda Brought You Home".