<p>Banana leaf extracts as a source of bioactive compounds for drug development and discovery this text explores the topical therapeutic capacities of Banana leaf for its relevance in drug development and drug discovery and as a resource for pharmaceutical research. It also discusses the role it can play in clinical pharmacy, and in the integration into patient care. Also included are uses of data analytics to help inform and improve studies on banana leaf extract, as well as future considerations involving artificial intelligence. It describes the availability of bioactive substances in banana leaves including flavonoids and polyphenols and their subsequent therapeutic potential. AI and data analytics in identifying new targets for therapeutic development, and evaluation of the target: This is especially applicable to the study of banana leaf extract. These tools allow for the analysis of large datasets, uncovering patterns that might be missed through traditional methods. Discovering drugs this way could revolutionize treatment options, and speed up drug discovery. So to discover the maximum role of banana leaf extract in clinical pharmacy, it is imperative to use novel high technology as artificial intelligence and data analytics. These tools enable researchers to efficiently analyse large datasets, leading to the discovery of novel medicines and improved patient outcomes.</p> Graphical Abstract <p></p>