AI agents need redesigned retail decision-making

Retailers risk scaling confusion by deploying AI agents without redesigning internal decision ownership, data flows, and accountability. Shopify released integrations for agent-led checkouts, but most organizations remain structurally incapable of machine operation. Low-risk tasks like data enrichment are ready for delegation, not high-stakes commercial decisions.