Gen AI is revolutionizing Molecular Property Prediction (MPP) by enabling accurate, scalable insights from SMILES, graphs, and 3D structures. Platforms like Pitchworks and Kwapio combine AI with agile project management—integrating tasks, data, and models into a seamless workflow. This boosts speed, reproducibility, and collaboration, turning MPP into a reliable engine for drug discovery and formulation.