Tornado outbreaks—many tornadoes in short succession—have major impacts, but it is hard to accurately assess their risk because they are rare. We used weather model data to create hundreds of thousands of realistic but unseen tornado outbreak scenarios. With this event set, we estimated U.S. and local outbreak risk and detected clear links to La Niña and upward outbreak activity in recent years.