Context: Supply chain resilience is a manufacturing KPI that shows whether operations can absorb disruption without losing control, proven on the factory floor when conditions change unexpectedly.

Challenges: Signals arrive from suppliers, logistics partners, and production systems at different moments and in different formats. Ownership spans procurement, planning, and operations, so by the time disruption is confirmed and escalated, options narrow and firefighting replaces control.

Solution: The Supply Chain Resilience Guidance Agent, an AI agent built using Microsoft Copilot Studio, monitors supplier, logistics, and production signals as disruption unfolds and intervenes during material reallocation and resequencing decisions, flagging the committed action before downstream effects take hold.

Impact: Manufacturers following this approach see teams act sooner and disruptions contained before they cascade, with resilience strengthening not because plans improve, but because execution responds in time when conditions change.