The Problem
Most AI photo tools treat every garment as the same rectangle of fabric. That works until the garment has structure: a pleated skirt collapses into smudged texture, a wrap dress loses its wrap, a kurta's side slits vanish, a print migrates across the chest. Clothing sellers spot these errors instantly — and so do their buyers, in the form of returns.
CatalogX routes each upload through category-specific handling: what to measure, what must never change, and what a correct result looks like for that garment type. The strongest proof is the hardest category — South Asian ethnic wear, where pleats, pallu direction and dupatta styling break generic tools. A system that survives a lehenga does not struggle with your crewneck.
