Electrocatalysts could be an energy game-changer. They could allow us to generate electricity, and produce fuels like petrol and diesel, using naturally abundant substances. Predicting a specific catalyst for any reaction will soon be within reach. It looks like the best days of the alchemist might still be ahead.