How SEO Has Changed for AI Search—and What Has Not
AI-driven answers have changed where discovery happens, but the qualities that make a page worth surfacing are largely the same ones that always mattered.
Read articleCategory pages carry most of the commercial search demand in an online store, yet they are usually the least considered templates in the build.
Most non-branded commercial searches describe a type of product rather than a specific item. People look for a category with a qualifier—material, size, age range, use case, price bracket—long before they know which product they want. Category and collection pages are the natural destination for that demand, which makes them the highest-value templates in most stores.
They also do double duty. A good category page ranks for a cluster of related terms and acts as the browsing surface that moves someone toward a product. Individual product pages come and go as stock changes, but a well-built category page accumulates relevance and internal authority over time, which is why it deserves more design and content attention than it usually receives.
Start from how customers describe what they want, then reconcile that with how your catalogue is organised. Merchandising taxonomies often mirror suppliers or internal teams; search demand follows attributes and use cases. Where the two diverge, create category pages for the demand and connect them to the catalogue behind the scenes.
Be disciplined about which combinations deserve an indexable page. A collection is worth creating when there is genuine, repeatable demand for it, enough products to make it useful, and something specific to say. Everything else can remain a filtered view that is usable but not indexed. Uncontrolled collection creation produces near-duplicate pages that compete with each other and dilute internal links.
Category copy earns its place when it helps someone choose. A short, specific introduction that explains what the range covers and how to pick between options is more valuable than several hundred words of keyword-led text pushed below the products. Buying guidance—sizing, materials, compatibility, care, typical price ranges—belongs where the decision happens.
Place it sensibly: a concise lead above the grid, deeper guidance and questions below it. Answer the questions your support team actually receives. Avoid repeating the same paragraph across every category with the name swapped; that is the fastest way to make a whole template look thin.
Faceted navigation is the single most common source of technical trouble in e-commerce SEO. Every combination of filters can generate a URL, and left unmanaged, that produces enormous numbers of near-identical pages that consume crawl capacity and split signals.
Decide deliberately which facets create indexable pages, and make the rest crawlable but non-indexable or parameter-controlled. Keep filtered URLs stable and readable where they are indexable, canonicalise variants that add no distinct value, and make sure a page with no matching products degrades gracefully rather than presenting an empty shelf. Sorting, pagination and view options should never generate indexable duplicates.
Structured data on product pages should describe what is on the page—identity, availability, price, review data where genuinely collected—and stay in sync automatically as stock and pricing change. Stale markup is worse than none, and marking up reviews you do not have is a policy breach, not a shortcut.
Internal linking is what turns a catalogue into a navigable structure. Link from categories to their most relevant subcategories and best-selling or representative products, from products back to their parent category and to sensible alternatives, and from editorial guides to the categories they discuss. When a product is retired, redirect it to the closest equivalent or its category rather than leaving an error page collecting links.
AI-driven answers have changed where discovery happens, but the qualities that make a page worth surfacing are largely the same ones that always mattered.
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