Why conversational shopping assistants, semantic search engines, and AI merchandising tools hallucinate or drop high-intent products when the underlying taxonomy and attribute architecture are ungoverned.
How retail and e-commerce leaders establish lean, pragmatic data stewardship that accelerates seasonal launches rather than bottlenecking them.
Why internal merchandising vocabulary often fails customer queries, and how attribute enrichment turns zero-result searches into high-intent conversions.
How external search behaviour, internal site search, and assortment realities work together when designing retail product hierarchies and attributes.
