Core deliverables

• Phased AI implementation roadmap
• Sequencing of pilots, validation, and scale activities
• Required roles, skills, and resource assumptions
• Data, technology, and governance dependencies
• Risk checkpoints and decision gates
• Executive-ready roadmap artifact