Mapp Fashion closes the gap between how merchants describe products and how customers search for them. Our platform enriches catalogs with 26,000+ attributes, 100K+ outfit compatibility rules, and 1K+ body shape and fit intent rules, so every AI agent works from canonical truth, not guesswork. The result: protected Brand DNA, zero drift, and 4–7% revenue uplifts.