The catalog normalization problem is real and severely underestimated. I ran into this building on top of product data feeds -- even with a single retailer, inconsistency in titles, attributes, and categorization is staggering. LLMs are great at reasoning but they inherit all that messy upstream data, so agentic shopping will keep stumbling until the data layer gets cleaner.