The 2020 Critical Assessment of protein Structure Prediction (CASP) marked a significant advance. The machine learning method AlphaFold predicted the structure of most target proteins to an accuracy assessors called “competitive with experiment”. Here, I discuss the impact of improved protein structure prediction, highlighting exciting research areas and remaining challenges.