Quanta Cure is an AI-powered computational drug discovery platform focused on transforming healthcare research through Graph Neural Networks, transfer learning, and protein–ligand interaction modeling. Our project explored how AI can accelerate the identification of potential drug compounds and contribute to smarter, more efficient drug discovery processes. This journey allowed us to work at the intersection of AI and healthcare while strengthening our understanding of deep learning, computational biology, and real-world problem solving. More importantly, it showed us how technology can be used to create a meaningful impact in the healthcare domain.