LinenFit

LinenFit is a mobile + web app that prevents bedding returns by verifying real-world mattress and bed dimensions and matching them to product specs. Users scan their mattress with their phone camera to capture width, length, height, and corner radius, then save profiles for each bed in the home. When shopping, they paste a product link or scan a barcode; LinenFit extracts size details (depth range, elastic type, shrinkage notes) and gives a simple Fit Score plus warnings like “won’t cover 14-inch pillow-top” or “will pop off split-king adjustable.” It also recommends compatible alternatives across retailers and tracks past purchases and wash-shrink risk. This is a combination traditional + AI app: traditional for measurement and profiles, AI for spec extraction from messy listings and predicting fit issues from reviews and return data.