Organic photocatalysis offers a promising route for solar-to-chemical energy conversion, yet excited-state deactivation, particularly upon aggregation, often limits efficiencies. Now, supramolecular dye polymers exploit aggregation, through excited-state confinement and molecular rigidification, for improved photochemical reactivity.