LabelProof
LabelProof is a mobile app (with optional web dashboard) that helps shoppers quickly identify misleading nutrition marketing and compare products on what actually matters: added sugar, fiber, sodium, protein quality, and ingredient red flags. Scan a barcode or take a photo of the nutrition label and ingredients; the app converts it into a standardized “truth panel” and assigns a plain-language verdict (e.g., “High sugar for a ‘healthy’ snack”). It also suggests 2–3 realistic alternatives available in your region and budget. This is not a magic diet coach—it's a decision tool for the grocery aisle. The app focuses on transparency: it shows exactly which numbers triggered the warning and lets users set personal thresholds (e.g., sodium limits for hypertension). Monetization is subscription plus affiliate links, but the core value is faster, clearer label interpretation than reading tiny print under time pressure.