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NutriSnap

Visual AI food logging meets gamified nutrition coaching

NutriSnap is a revolutionary nutrition journal powered by Gemini 2.5 Flash. Instead of scanning barcodes or weighing ingredients, users simply snap a photo. NutriSnap segments the plate, estimates volume and density, and pulls precise macro/micronutrient data from USDA Databases. It features an in-app AI coach, localized diet plans, Streaks leveling XP, and a quick-login architecture. Built cleanly using React, Vite, and Firebase.

Top comment

Hey Product Hunt! 🚀 I’m Jelani, the creator of NutriSnap. What inspired this launch? Let's be honest: manual food tracking is tedious. Typing in raw weights, searching through inaccurate database search results, and scanning barcodes for every single ingredient is the #1 reason people quit their nutrition goals. I wanted to build a tool that felt frictionless and intuitive. What problem does it solve? NutriSnap removes the chore from dieting. With a single photo, our hybrid AI engine (powered by Google Gemini) estimates the portion size and volumetric density of your food, cross-referencing it with the USDA FoodData Central database for precise macro and micro counts. No typing required. How did the project evolve? What started as a simple visual calculator quickly grew into a full, gamified ecosystem. We realized that logging food is only half the battle—consistency is where people struggle. So, we added a level-up/XP system, unlockable themes, and a conversational AI coach to guide users and make healthy eating feel like a game. We are so excited to share NutriSnap with the community today! I'd love to hear your feedback, answer any questions, and hear what features you want to see next. Happy snapping! 📸

About NutriSnap on Product Hunt

Visual AI food logging meets gamified nutrition coaching

NutriSnap was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #125 on the daily leaderboard. NutriSnap is a revolutionary nutrition journal powered by Gemini 2.5 Flash. Instead of scanning barcodes or weighing ingredients, users simply snap a photo. NutriSnap segments the plate, estimates volume and density, and pulls precise macro/micronutrient data from USDA Databases. It features an in-app AI coach, localized diet plans, Streaks leveling XP, and a quick-login architecture. Built cleanly using React, Vite, and Firebase.

On the analytics side, NutriSnap competes within Android, Health & Fitness, Internet of Things, Tech and Vercel Day — topics that collectively have 994k followers on Product Hunt. The dashboard above tracks how NutriSnap performed against the three products that launched closest to it on the same day.

Who hunted NutriSnap?

NutriSnap was hunted by Jelani Chandler. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.

For a complete overview of NutriSnap including community comment highlights and product details, visit the product overview.