For Dan Callahan of "TheWrap", "There are the expected clichés voiced here about how music can transform hearts and minds, but “Gay Chorus Deep South” is most useful as a way of seeing how intolerance hides behind evasive Southern hospitality and how it might be vanquished with what that hospitality seeks to avoid: direct confrontation."