TryOnTrace

TryOnTrace is a mobile + web AI app that predicts clothing size and fit using a quick body scan and your real-world purchase history. Users do a 20-second guided scan (or enter key measurements) and optionally connect email/order data to learn which brands and cuts consistently fit. The app outputs a “Fit Confidence” score per item, highlights likely problem areas (tight shoulders, long inseam, waist gap), and suggests the best size plus alternates. For retailers, it offers a lightweight widget and API that returns a recommended size and a short explanation users can trust. The goal is reducing returns and frustration, not pretending fit can be perfect. It will work best for common categories (tees, jeans, basics) and will be transparent when confidence is low (e.g., fashion-forward cuts, inconsistent brand sizing).