As advancements in artificial intelligence (AI) continue to revolutionize various industries, personalized nutritional planning emerges as a promising application in the realm of healthcare and wellness. This chapter delves into the intersection of AI-driven personalized nutritional planning and the regulatory landscape governing food regulations, laws, and potential scams. By leveraging AI algorithms, individuals can receive tailored dietary recommendations based on their unique health profiles, genetic makeup, and lifestyle factors. However, amidst this innovation, ensuring compliance with food regulations and laws becomes paramount to safeguard consumer health and prevent deceptive practices. Moreover, the chapter explores the challenges posed by potential scams and fraudulent claims in the burgeoning market of personalized nutrition, emphasizing the importance of robust regulatory frameworks and consumer education initiatives.