Inventory existing Sponsored Display campaigns, preserve comparable reporting, and pilot new display ads without confusing a platform transition with a performance change.
Check product evidence, physical testing, cost, damage risk, labeling, supplier control, and rollback before adopting an AI-recommended unit or shipment package.
Use risk tiers, evidence checks, permissions, logs, and rollback rules to review AI recommendations before they change inventory, ads, compliance, or support work.
Connect one channel and SKU cohort, define the inventory source of truth, and test order, refund, cancellation, and reconciliation flows before scaling.