"Until They Don't Love You" was generally met with favorable reviews and charted on the American country songs survey in 2015.

"[5] "The energy and sass of ‘Until They Don’t Love You’ mimics ‘Going Out Like That’ but takes it up another notch," Reba commented in an announcement.

[6] Taste of Country called the recording "an all-out jam that turns the bucket seats of any car or truck into the front row of McEntire’s concert.

[8] In a separate review, Jewly Hight of Billboard found the song to be among one of Love Somebody's unfavorable tunes, calling it an "overcooked blues-rocker".

[5][8] The song spent a total of nine weeks on the Billboard Country Airplay chart, peaking at number 48 in September 2015.