Move models into production, integrate with enterprise systems, and ensure they run reliably. Key Actions: • Automated CI/CD release • Model versioning and promotion • API integration or application embedding • Monitoring instrumentation for quality, drift, and cost Enabling Capabilities: • AI Operations / MLOps • Data & Model Architecture • AI Solution Engineering Value Delivered: Reliable, scalable, production-grade AI services.