Our reaction-based enumeration strategy, leveraging the extensive Enamine building block repository, demonstrates the utility of combinatorial chemistry in modern drug discovery. By generating a vast library of 250,000 compounds through targeted reactions, we effectively expanded the chemical space under investigation. The subsequent application of a QSAR model, with a moderate R-squared value of 0.52, was instrumental in prioritizing 500 compounds with the highest potential for biological activity.