Sam Altman’s recent remarks at an enterprise gathering—warning that some companies are questioning or even pausing AI spend—land at a moment when generative AI is shifting from novelty to infrastructure. The subtext is not simply that budgets are tightening; it’s that AI has graduated into a category where finance leaders expect the same discipline applied to cloud, SaaS, and cybersecurity. For much of the last two years, AI adoption was propelled by competitive anxiety.