Menu Scanner: AI-Powered Menu Analysis App
Mobile-first app that scans restaurant menus, explains ingredients, and flags allergens using GPT-4o Vision.
- Role
- Creator & Full-Stack Developer
- Industry
- Food / Travel / Consumer
The challenge
Foreign-language menus, especially Italian, make it hard for people with allergies or dietary preferences to order safely and confidently.
The solution
Built a camera-based web app where users photograph menus and get AI-generated item lists, translated ingredients, explanations, and allergen/dietary conflict warnings. Implemented mobile-friendly camera UX and batch analysis to keep performance reasonable.
Key highlights
- GPT-4o Vision integration for full-menu analysis (40+ items) in one pass.
- Personalized allergen and dietary preference settings with localStorage.
- Color-coded warnings for allergens vs dietary conflicts.
- Performance optimisations reducing analysis time from ~80s to 8–15s.
- Hydration-safe architecture balancing SSR and client-side camera logic.
AI & automation
Core product is built around GPT-4o Vision and LLM reasoning for translation, explanation, and safety alerts.
Outcome & impact
Provides diners with instant clarity on unfamiliar dishes and ingredients, especially for those with allergies or strict dietary preferences.
Gallery


Like what you see?
I'd love to hear about what you're building. Let's figure out how I can help.
Get in touch