 John McAlley of "Rolling Stone" was extremely positive, writing that, "Another Sad Love Song – with its dynamic vocal, gargantuan hook and clever song-with-in-a-song lyric – surely ranks with 'End of the Road,' 'I'm Your Baby Tonight' and 'Every Little Step' as one of LaFace's greatest triumphs.