The data points to one central conclusion: AI risk spikes when organizations cross the saturation threshold–AI in production, AI across the workforce, multi-tenant identity infrastructure, and customer demands for isolation. At that point, policies and confidence stop being reliable indicators of readiness. Architecture becomes the control plane.
