Proactive security runs on predictions: severity scores, exploit forecasts, simulations. Your SOC is sitting on observations, thousands a year, with the evidence attached, thanks to AI SOC. This talk is about the loop between the two: how the verdicts your investigations already produced can tune the detections that fired them, decide which automations should exist and when they are safe, and tell an exposure team what is being touched here rather than somewhere on the internet. At a scale only enabled by AI.