FitLedger

FitLedger is a mobile + web AI-assisted personal shopping companion that focuses on one unsexy but expensive problem: inconsistent sizing and fit across luxury brands. Users log purchases and try-ons (in-store or at home) with quick inputs: brand, item type, size, alterations, comfort notes, and a couple photos. Over time, the app builds a private “fit passport” that predicts your best size for specific brands and even specific product lines (e.g., slim vs relaxed). It also generates a packing list and “what to wear” suggestions based on your real fit success rate, not aspirational closet photos. The app can share a read-only fit profile with a stylist, concierge, or boutique SA to reduce returns and awkward try-ons. This is not a magic stylist replacement; it’s a practical memory system for high-spend wardrobes.