This chapter discusses how AI can create nutrition regimens and monitor nutrition with food recognition systems and chatbots. Real-world case studies to teach viewers how to employ appropriate AI applications are shown. It concludes with key findings, insights, and how AI is changing nutritional monitoring. This carefully structured examination explains the synergies between AI and nutritional delivery as well as the honest issues, obstacles, and advanced tendencies that constitute this revolutionary confluence of innovation and healthcare.