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Research
A failure taxonomy for machine-mediated shopping
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Case study
A Thai-first storefront agent
Product advice spans many categories and languages. A search result alone cannot respond to a shopper's constraints or carry a support conversation.
Case studyRetail Planogram: from shelf photo to decision
Product sales did not provide a clear view of the actual shelf layout. Manual shelf capture and reporting separated the plan from the floor.
