The conversation around AI in cybersecurity can become distracted by speculation, fear and novelty. For senior security leaders, the more useful question is not whether AI has changed the threat landscape in some abstract way, but how it has changed the operating conditions for security teams that already have complex estates, multiple tools, incomplete inventories and long-standing control gaps.