In his review of Finally Over It, Jon Caramanica of The New York Times wrote that "Walker has a knack for bringing in like-minded comic cynics", citing Doja Cat on "Go Girl" as an example.[6] Kyann-Sian Williams of NME criticized the song, stating "We are also robbed of a girl anthem on 'Go Girl': Walker's rap is lethargic, Latto fumbles in this languid world and Doja Cat is too late to save the dreary song."[3] Rawiya Kameir of Pitchfork responded more favorably, remarking that Walker "proffers a clipped self-appraisal that lands more like statement of fact than affirmation, finding natural rhythm with Latto's boastful drawl; true beauty seeks to convince no one. Both handily outrap Doja Cat, who trails with the overworked affect of someone shooting for latter day-Eminem but landing closer to Qveen Herby."[5]