Manage enterprise AI platforms, including configuration, licensing, capacity, agent deployment, user onboarding, governance, security, compliance, monitoring, lifecycle management, and cost tracking. Partner with developers, architects, cybersecurity, legal, privacy, HR, and business teams to operate AI tools reliably. Establish standards for AI application lifecycle management, source control, deployment automation, release processes, access controls, and operational documentation.