Through a comprehensive analysis of the current state of AI in pharmaceutical research and healthcare, this review aims to provide valuable insights into the opportunities, challenges, and future prospects of AI adoption in this critical industry. Application of artificial intelligence in pharmaceutical research and healthcare has the potential to revolutionize the industry and improve patient outcomes. This review article provides an in-depth analysis of the current state of AI in pharmaceutical research and its impact on drug discovery, development, and clinical trials. Additionally, it explores the use of AI technologies in healthcare settings, including diagnostic imaging, personalized medicine, and patient care. By examining the latest advancements and challenges in this field, this review aims to provide a comprehensive overview of the opportunities and limitations of AI in pharmaceutical research and healthcare, ultimately shedding light on the future direction of this rapidly evolving field.