AI isn't replacing expertise; it helps carry it forward as experienced workers retire. The challenge organizations face today isn't just workforce attrition, but the loss of access to the knowledge those workers hold. When that knowledge becomes harder to reach, troubleshooting slows, similar issues get resolved in different ways, and operational risk rises.