• What “production ready” looks like for AI in upstream, midstream, and downstream
• Playbooks that move use cases past pilots, including data, guardrails, and change management
• Measuring business impact, safety, and reliability without slowing delivery
• Governance that keeps humans in the loop and meets regulatory and customer expectations