In this talk, we will explore how generative artificial intelligence, particularly through the use of Generative Adversarial Networks (GANs), is transforming the healthcare field. We will discuss innovative applications ranging from the generation of synthetic medical data to the creation of diagnostic images, addressing both technological advancements and the ethical and practical challenges faced by the industry.