In conclusion, this study will serve as a crucial guide for retail organizations seeking to transition their Gen AI initiatives from experimental stages to full-scale implementation. By drawing on best practices, real-world case studies, and identifying potential challenges, the research will equip retailers with the knowledge needed to maximize the ROI from LLMs and Gen AI technologies. Ultimately, this research will empower retailers to fully leverage the transformative potential of these innovations, ensuring long-term success and competitive advantage in the rapidly evolving retail landscape.