The Challenge
Manual tagging leaves filters incomplete or inconsistent across categories. Missing attributes for sleeve type, rise, neckline, or length break faceted navigation, create ‘no results’ states, and hurt e-commerce SEO. As catalogs grow, keeping taxonomy mapping current across vendors and marketplaces becomes slow, error-prone, and expensive.