LabelLedger
LabelLedger is a mobile app (with optional web dashboard) that builds a reliable, low-friction pantry inventory by scanning grocery receipts and product barcodes, then tracking expiration dates and typical depletion rates. Instead of trying to be another generic shopping list, it focuses on preventing duplicate buys and food waste: it alerts you when you already have an item, when something is likely running out, and when a product is nearing expiry. It supports store-agnostic receipt parsing, lets users set “always keep” staples, and generates a short, prioritized shopping list that fits a budget. It also supports household sharing so one person’s purchase updates everyone. This is an AI-assisted app (AI for receipt parsing and item normalization) but keeps a traditional rules-based core so it works even when AI confidence is low.