Citation Readiness benchmarks by category

A score is only useful in context. A 76 sounds mediocre until you know that most listings in the same category never clear 60. This guide sets the reference ranges CITAQ has measured across real, public product listings — so you can read your own score against the field, not against an abstract 100.

How these numbers were produced

Every benchmark below comes from scoring real, publicly reachable listings with the same engine that scores yours — no synthetic data. Listings were drawn from Shopify and direct-to-consumer storefronts (not marketplace pages, which give merchants little control over structure).

Beauty

Beauty is a well-structured category on the best storefronts and a noisy one everywhere else. Clean, identity-complete listings from established DTC brands cluster in the mid-70s — for example, a Glow Recipe serum scored 76 with clean schema, resolved identity, and present price/availability. The gap between a 76 and a 60 in this category is almost entirely contradiction rate and archetype-specific attribute completeness, not description length.

Home & Kitchen

Home & Kitchen spans everything from a single-SKU cookware item to a multi-variant appliance. Scores are more bimodal: listings with a complete spec table and resolved identifiers score well, while listings that bury specs in marketing prose fall into the low 60s because the retrieval step can't extract structured attributes.

Sports & Outdoors

Sports listings live or die on archetype fit. A camping tent scored against the tent archetype's expected fields (capacity, seasonality, packed weight) reads very differently than the same copy scored generically. This is where per-archetype scoring is most visible.

Reading your own score

If your listing is below its category's clean-listing range, the fastest gains are almost always the same three moves: resolve identity (brand + identifiers), populate price and availability, and remove contradictions between your schema, title, and attributes. Category-specific attributes come after those.