What this stage does
The forecast made physical: manufacturing campaigns, blinded kit packaging and labeling, and shipment through depots and customs into site pharmacies, sized against enrollment projections that keep shifting.
Where AI applies
Supply simulation across enrollment scenarios, vigilance over conjunction failures across dashboards no one watches together, and fast case assembly when a decision is needed.