Dayhoff Technologies and AMD moved a complete single-cell tumor-classification workflow onto GPUs, taking a run of 76.1 minutes down to 11.6 minutes, over a 500% end-to-end speedup, with the scientific output preserved. For cancer research, that turns an hour-scale batch job into something