Artificial Intelligence (AI) is altering the landscape of healthcare, and large language models like ChatGPT stand at the forefront of this transformation. Drawing from a recent Melax Tech (now a part of IMO) webinar, this white paper examines the evolution of generative AI. It also explores the opportunities for it to reshape natural language processing (NLP) in healthcare and biopharmaceuticals, highlighting both the potential and the challenges.