The Granta Commonwealth Short Story Prize scandal involving suspected AI-generated entries by Jamir Nazir, John Edward DeMicoli, and Sharon Aruparayil extends far beyond isolated fraud, revealing systemic vulnerabilities in global literary institutions that prioritize prestige over rigorous authorship verification. Unlike prior cases where authors like Kate Gilgan in The New York Times' Modern Love column openly admitted using AI as a 'collaborative editor'—prompting the paper's ban on such practices—or the Hachette-published Shy Girl novel whose U.K. edition was pulled after AI tells surfaced, this incident highlights how non-Western voices from Trinidad, Malta, and India become easy targets for detection tools that often misfire on stylistic quirks rather than true generation. Coverage in The Atlantic misses the deeper pattern: generative AI is not merely infiltrating outlets like the Times but reshaping creative labor markets, where emerging writers in the Global South face pressure to adopt tools for efficiency amid shrinking opportunities, echoing broader cultural shifts seen in film scripting and music composition. Drawing from The Atlantic's reporting and analyses in The Guardian on AI's uneven impact on postcolonial literatures, plus a 2024 study in New Literary History on authenticity crises post-ChatGPT, the scandal signals that prizes must evolve beyond human judgment to include transparent draft audits, lest they accelerate the devaluation of human narrative labor in favor of scalable, homogenized output.