In 2019, McGraw announced plans to make a new album on Columbia Records Nashville after leaving Arista Nashville. His second single release for the label is "Thought About You", described by the blog The Boot as "an emotional power ballad that takes his listeners through a journey of love, faith, loss, and all the ups and downs that life brings."[1] Following the single release in October 2018, McGraw released a lyric video for the song as well.[2]