
Fashion & apparel
+12% search-to-cartStyles, silhouettes, occasions, trends — the real language shoppers use to search.
- Silhouette, neckline, sleeve, fit
- Occasion & trend tagging
- Color family + shade nuance
- Returns-aware sizing language
Amiel Digital is trained on billions of signals from real catalogs and shopper search queries across key verticals.

Generic AI flattens nuance. Amiel runs vertical-specific models tuned on retail-grade datasets — apparel reads like a stylist, beauty like a chemist, home like an interior designer.

Styles, silhouettes, occasions, trends — the real language shoppers use to search.

Skin type, shades, effects, ingredients — attributes deeper than any product feed.

Materials, interior styles, room sizes — we help shoppers find the perfect match.

Normalize third-party seller attributes into one consistent catalog language.

Amiel's 25k+ taxonomy is the starting point, not the constraint. We map every value to the names and codes your PIM, search index and feeds already speak.