Years later in his autobiography, Rodgers described his feelings about the album at the time "I knew it was a flop right away. I'd been so afraid of being labelled a disco musician that I was too tentative about the album's direction. And the songs weren't hooky enough. Over all, I wasn't clear philosophically or sure what I was trying to say."
The cover shows a faux antique map of the 17th century which uses Lower Manhattan to represent ‘The Land of the Good Groove’. Dog Latin is used. For example, Brooklyn is labelled Terra Incognita and New Jersey is Nova Joisea. Some of Lower Manhattan’s streets and avenues are shown as Twenty-Thirdium, Houstanus, Canalus and Via Broadicus. Other areas include Tribeccium, Terra Financicus and Villagius Easticus.
Smash Hits gave the album a rare 10/10 score calling it "Amazing! Incredible!...the best thing I've heard in five years. If David Bowie's LP is half as good it will be excellent". Greg Tate of Record commented that the album "comes closer to breaking a syncopated sweat than any recent Chic productions, and is also looser, raunchier and more fun to listen to than Chic usually is." However, while he was very complimentary to the album in terms of pure groove, he felt that it was lacking in passion and somewhat "contrived", particularly in comparison to other recent funk albums by The Time and Steve Arrington's Hall of Fame, while Rolling Stone's Barry Michael Cooper wrote "Perhaps Adventures in the Land of the Good Groove will revive the semiconscious Chic, whose career is at a low point, and transport Nile Rodgers and Bernard Edwards back to the top of the charts with their next album."
The album ended up having the opposite effect, contributing to Chic's disbanding as Rodgers and Edwards pursued their personal projects. However, upon reviving Chic in 2015, Rodgers created the "Land of the Good Groove" record label.
All tracks written by Nile Rodgers.