Data centers are becoming factories whose product is tokens. A deep dive into token economics, the $5.2T buildout, the enterprise cost paradox, and what changes in IT by 2030 — with real numbers.
The thesis in one paragraph
At GTC 2026, Nvidia's Jensen Huang said the word "token" more than 70 times in a single keynote and gave operators a formula:
Revenue = Tokens per Watt × Available Gigawatts. The claim underneath the theater is structural: the atomic unit of machine reasoning — the token — is becoming a manufactured, graded, priced commodity. The consequence is that between 2026 and 2030, IT stops being organized around applications and storage and reorganizes around three questions:
Token production — who manufactures intelligence, and at what yield per watt?









