In this study we combine quantum chemical calculations, machine learning, and a genetic algorithm to search chemical space of roughly 10 26 NBD/QC derivatives defined in Figure for optimal MOST candidates. Our results suggest that the largest energy storage value that can be obtained with these substituents, while maintaining a long half-life and absorption in the visible spectrum, is around 0.55 MJ/kg.