The song reached number 5 on the Billboard Hot Country Singles & Tracks chart.

[1] Deborah Evans Price, of Billboard magazine reviewed the song favorably, saying that the song is "smoothly performed" and that it showcases the bands "sturdy harmonies."

She goes on to call the production, "light and airy" and that the repetitious chorus line is difficult to forget.

[2] The music video for "Going Out of My Mind" was directed, produced, and filmed by Sherman Halsey.

Billboard Hot Country Singles & Tracks for the week of July 18, 1992.