AI PRODUCTION READINESS CHECKLIST Business - Clear owner, outcome and success measures - User and adoption plan - Funding and support ownership Architecture - Approved design and integrations - Resilience, performance and recovery requirements - Environment and release approach Security and governance - Access, data protection and logging - Risk classification and approvals - Human oversight and incident process Operations - Monitoring, support and escalation - Quality evaluation and feedback - Knowledge, model and configuration change process