Usage-based billing has ended the era of subsidized AI. Here is the five-step enterprise playbook — model audits, portfolio routing, escape hatch architecture, and cost scoreboards — for competing on AI economics.
Your AI strategy has a half-life. The assumptions baked into it eighteen months ago may already be wrong — not because the strategy was poorly conceived, but because the ground shifted beneath it.
Cost savings is a lagging indicator. By the time the numbers confirm your AI investment, the window to act has already closed. Here is what to measure instead.
Enterprise AI adoption is wide but value capture is narrow. Only a small share of organizations report AI contributing meaningfully to operating profits. Here are three patterns that distinguish those who do.