Generative AI is playing a crucial role in combating counterfeit drugs by enhancing detection methods, improving supply chain monitoring, and supporting regulatory enforcement. This technology is essential for maintaining the integrity of the pharmaceutical industry and protecting public health. As AI continues to advance, its application in the fight against counterfeit drugs will become even more effective, ensuring that patients receive safe and genuine medications.