Year3270 Article

Enterprise AI Budgeting Moved From Seat Counts to Workload Maps

AI budget control is no longer one seat count or one model price. Enterprise teams now need workload-level cost maps across licenses, tokens, tools, and review paths.

This Year3270 article sits in the enterprise AI implementation lane: workflow design, review gates, modernization pressure, source authority, and the evidence serious operators need before AI touches consequential work.