• Defining risk-based decision criteria that determine which procurement and supply-chain processes are truly ready for AI and where human oversight must remain central.

• Aligning people, process, and technology to enable AI responsibly, with clear governance, measurable value realization, and built-in accountability.

• Establishing structured guardrails that balance automation efficiency with expert human judgment in high-impact sourcing, contracting, and supplier decisions.