In a Viewpoint for JAMA Psychiatry, Dr. Yunyu Xiao and colleagues make the case for Generalizable, Replicable Approaches for Suicide Behavior Prediction (GRASP): shared, publicly available infrastructure to validate, select, and sustain suicide risk models across health systems.