Angela Stefano of Taste of Country wrote that the song was "a big ol' slice of girl power". Writing for the same site, Cillea Hougton stated that "The summery track ditches the polite standards associated with the phrase the song is named after, instead following a single woman for a night on the town where she treats herself to the highest liquor on the shelf and dances like no one’s watching." CMT writer Jessica Nicholson called the song's guitar work "'80s inspired". Kevin John Coyne of Country Universe was less favorable toward the track, calling it a "assembled from spare parts and assembled on the backs of other women who have done the work." He also criticized the band for "build[ing] an entire song around the name [they] have stolen from a black woman".