Big data-driven AI modeling has greatly revolutionized drug discovery. Chen et al. have paved a way for drug discovery from traditional Chinese medicine (TCM) sources by developing TCMBank, a centralized resource which standardizes TCM-related big data and integrates an AI drug discovery pipeline.