I built the most Accurate AI calorie tracker – it’s not just a simple wrapper

Core features:

• Snap a photo of your food, and the app identifies ingredients, portions, and gives a full breakdown (a (a chain of databases and finally fallsback to gemini).
• Barcode scanner with health scoring and smarter alternatives.
• AI Diet Coach that adapts to your goals and eating habits.

Smart Eat Out (The Part That Blew My Mind to Build):

So I built Smart Eat Out (Inside the scan feature – it will recognize the food place you are at), which uses:

• GPS + contextual clues to auto-detect your restaurant or brand.
• Live web scraping of the menu, even if it’s a photo or PDF.
• Fallback NLP processing if scraping fails or it’s handwritten/menu-board-style input.
• Data merging from OpenFoodFacts, USDA, and my own labeled food database.
• Gemini 2.0 fallback for AI-powered estimation when there’s no structured data available.

This is my first proper app published. Please download and try, it is 100% free right now.

Link – https://apps.apple.com/us/app/cal-plus-ai-calorie-tracker/id6748910976