The song finds YoungBoy rapping in a lively manner over an "aggressive" beat containing "dancing" piano keys. Lyrically, he takes subliminal shots at rapper Lil Durk and podcasterDJ Akademiks and talks about his "drug and firearm dependency" and connection to several murders.
Noah Grant of HotNewHipHop gave the song a "Very Hottttt" rating. In a review of Richest Opp, Jayson Buford of Stereogum wrote, "As usual, the antics on song like 'Fuck the Industry Pt. 2' makes the slick songwriting and cotton-candy sweet Louisiana cadence on 'Bitch Let's Do It' feel inconsequential."