How we choose.

Product facts

Brand, title, colour, category, size labels and prices come from retailer data. We show when that data was observed. Current prices and availability use the latest published US snapshot; recent discovery and price-change edits also compare earlier published US snapshots. Prices in other markets are not combined. The public site is a static edition: feed collection alone does not refresh these pages.

Recent discoveries and price changes

Recent discoveries are product identities first seen after our initial inventory snapshot, absent from all earlier published US snapshots in our history, and first observed within seven days of the latest published snapshot. Our history may cover less than seven days. This is not a confirmed release date. Added sizes and returning product identities do not count as new discoveries.

Price-change selections require a drop of at least 5% between adjacent published observations of the same US variant, available in both observations. The latest price must still match the lower price. Each comparison names the size and the observation dates; the earlier observed price is not an original retail price. Lower listed prices means no currently available variant is below its listed regular price in the latest feed; this describes feed data, not the retailer’s entire website. We do not infer sales or popularity from these changes.

Selections and style

Gucci frame groups use shape words in product titles. Themed edits use retailer categories, title wording and design or material mentions in descriptions. Selections preserve category coverage and prioritise recent first appearances and observed price changes. Examples are not ordered by sales. Bag comparisons extract explicit handle, closure and lining mentions for the exact version; they do not infer carrying capacity or comfort. Architectural minimal, deconstructed avant-garde and dark romantic selections use an initial AI-assisted image review with recorded product evidence. The English reasons translate those recorded observations and are used only while the source title, description and image remain unchanged. These judgements have not been independently evaluated as a classification system.

What our guidance means

Outfit suggestions interpret product images and descriptions. We have not performed fit, comfort or durability testing. Similar styling does not mean identical construction, and lower prices do not guarantee equivalent products.

Offers and availability

A markdown is checked against the listed regular price of the same currently purchasable variant. We do not promise the best price or predict future discounts. First observation does not establish a launch date; a missing feed row does not prove sell-out; a newly visible size does not prove restocking.

Corrections

If a selection or fact appears wrong, contact us with the page and the issue. Confirm final price, size and availability directly with the retailer.