High throughput screens of image-based data allow a direct view of proteins’ whereabouts in the cell but the lack of fast and accurate analysis tools has been a bottleneck. Scientists reveal DeepLoc, a deep learning algorithm that is faster and more accurate than the human eye and brings analysis time down from months to hours.