Recently, Artificial Intelligence (AI) is growing rapidly in the pharmaceutical sector as well as the healthcare system. This new system showed its potential benefits in different pharmaceutical sectors like drug discovery, continuous manufacturing, dosage form design, quality control, drug delivery formulation development, polypharmacology. hospital pharmacy and many more. In addition, de novo design promotes the invention of significantly newer drug molecules with regard to desired/optimal qualities. This review discusses different artificial intelligence tools and different applications of artificial intelligence in the pharmaceutical sector. Moreover, it also gives an idea about the implementation of artificial intelligence in the healthcare system and its potential benefits for the community. Lastly, it evokes some challenges and hurdles that are associated with the implementation of artificial intelligence in the pharmaceutical sector.