Electrochemical acetaldehyde production from CO2 could provide a sustainable alternative to petrochemical-based methods but catalyst development is typically slow. Now, a high-throughput method accelerates the catalyst selection and production process from years to a few months, resulting in the identification of a copper cluster catalyst with 92% selectivity for acetaldehyde from CO2.