After years of open-ended AI budgets, CFOs are imposing hard spend caps, usage dashboards, and role-based model access as enterprise AI costs spiral out of control. A single company's $500 million Claude API bill and Microsoft's cancellation of internal Claude Code licenses mark the turning point, while a new category of AI cost-governance startups rushes to fill the gap.