The rise of Generative AI (GenAI) is transforming the grocery industry, offering solutions from personalised product descriptions to enhanced search capabilities. With roots dating back to the 1960s, GenAI has gained momentum, driven by its ability to generate diverse content rapidly. Industry leaders like Walmart and Instacart are integrating GenAI into their operations to streamline tasks and enhance the customer experience. While hailed as a game-changer, experts urge caution, emphasising the need for customised data models and alignment with long-term business objectives. Despite challenges, GenAI is poised to revolutionise grocery operations, offering retailers unprecedented insights and efficiencies. As adoption grows, businesses must adapt to remain competitive in an increasingly AI-driven landscape.