TokenOps is becoming an essential discipline for Fortune 500 enterprises as language model usage explodes, with AI spending projected to increase 112% annually through 2026. Organizations must establish dedicated AI Token Management Offices by 2027 to control costs, manage compliance risks, and maintain visibility across rapidly growing AI consumption.