Modern-day AI units alter immediately after deployment, interact with other applications, and may impact outcomes at scale. Governance is the discipline that retains this complexity workable. Third, the accountability gap is exclusively measurable: McKinsey observed only 28% of CEOs acquire immediate obligation for AI governance, and only sevent