Generative AI stands out in the dynamic landscape of artificial intelligence as a key player, serving as the foundation for streamlined operations and enhanced productivity. It is redefining innovation across multiple industries. Breakthroughs in the Gen AI field have enabled the creation of readable text and photorealistic, stylized graphics, and many more. Generative AI fundamentally combines various AI algorithms to represent and process content, powered by deep-learning models that drive iterative technological advancements. The introduction of diffusion models marks a turning point, enabling the production of increasingly realistic and sophisticated content.