Case studies

A failure taxonomy for machine‑mediated shopping

Product advice spans many categories and languages. A search result alone cannot respond to a shopper's constraints or carry a support conversation.

Product sales did not provide a clear view of the actual shelf layout. Manual shelf capture and reporting separated the plan from the floor.