This paper explores the transformative impact of Artificial Intelligence (AI) across various facets of pharmacy. From drug Discovery and development to personalised medicine, clinical decision support, and operational efficiency, AI is rapidly Reshaping traditional pharmaceutical practices. We delve into the current applications, highlighting how machine Learning, deep learning, and natural language processing are being leveraged to accelerate research, optimise patient Care, and streamline workflows. Furthermore, this review addresses the challenges and ethical considerations Associated with AI integration, including data privacy, algorithmic bias, and the need for robust regulatory frameworks. By examining both the immense potential and the inherent complexities, this paper aims to provide a comprehensive Overview of AI’s role in advancing pharmaceutical science and practice, ultimately envisioning a future where AI-driven Innovations lead to more effective, safer, and accessible healthcare solutions for patients worldwide.