By Greg Nowak, 23 July, 2026 AI Admin APIs Are Here—But Your Directory Is Still the Source of Truth New AI admin APIs can automate access and spend controls, but reliable governance still starts with authoritative directory data and clear ownership. Tags AI governance OpenAI integration identity automation SCIM RBAC