The Token Accounting Problem: Why AI Projects Return Less Than Expected

Most teams running AI projects today can tell you one number: their monthly token spend. Few can tell you the actual return on that spend. The gap between those two numbers explains why so many AI initiatives look promising in demos and collapse in production. The Surface-Level Math A PM evaluating an AI feature runs…