Commit to a Human-in-the-Loop Escalation Rule

Human-in-the-loop escalation rule for AI supply chain recommendations an AI allocation, purchase-order, supplier approval, or customer-promise recommendation that should not be fully autonomous When [AI recommendation type] meets [threshold or risk condition], [Responsible role] prepares [evidence], [Accountable role] approves or rejects by [time], [Consulted role] provides input on [topic], and [Informed role] receives [decision record]. When an AI allocation recommendation affects healthcare customers, constrained SKUs, or more than $50,000 in revenue exposure, the demand planner prepares evidence, the supply-planning manager approves or rejects within one business day, Sales is consulted on customer priority, and Finance receives the decision record. An…

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