Your collection tree was designed for human browsing and merchandising politics, and generative search reads it as something else entirely: a map of what your store claims authority over. Re-architecting taxonomy around answerable intents is the deepest structural lever most stores have left.
Most stores expose three reviews to crawlers and bury thousands behind load-more buttons and widget pagination. LLM search engines index what they can fetch, and the architecture that exposes the full corpus, structured, paginated, fresh-signaled, is a build, not a setting.
How a central AEO and GEO hub propagates one canonical set of entity, schema, and product-data signals across every regional storefront so AI engines cite the brand.