The integration of quick commerce with advanced technologies like quantum computing and artificial intelligence represents a significant shift in retailing. This paper explores how quantum AI could transform supply chain management and operational frameworks in the quick-commerce domain. The study employs a conceptual research design based on a typology approach and synthesises existing literature to identify key opportunities, challenges, and implications of quantum AI adoption. The findings suggest that businesses must leverage these technologies to stay competitive, unlocking operational efficiencies and enhancing real-time consumer engagement. However, successful adoption also requires addressing ethical, social, and environmental dimensions to ensure long-term sustainability. As quantum technologies drive innovation, they offer the potential for a more sustainable and efficient quick-commerce ecosystem. This paper contributes to the growing discourse by providing a framework for integrating quantum AI into business strategies.