AI-Powered Nutrition App
Personalized nutrition planning with AI-generated meal plans, grocery lists, and macro tracking.
AI-Powered Nutrition App — Simplifying Healthy Eating with Intelligent Meal Planning
The AI-Powered Nutrition App, named Carl, is designed to make healthy eating simpler, smarter, and personalized. Built using Flutter for the frontend, Strapi v5 and PostgreSQL for the backend, and FastAPI for AI features — Carl helps users effortlessly plan meals, manage their pantry, and create smart shopping lists.
By analyzing user preferences, dietary needs, and goals, Carl ensures every meal, shopping list, and recipe fits perfectly with individual health requirements. This app is a personalized assistant that adapts to help you eat healthy without the hassle.

From Concept to Personalized Nutrition Assistant
Carl was designed to address the challenges of meal planning and make healthy eating easy for everyone. Here's why users love Carl:
Personalized Meal Planning
Carl tailors meal suggestions based on your specific dietary preferences, restrictions, and goals — whether you're gluten-free, vegan, or following a particular calorie count, Carl provides custom meal ideas that fit your needs.
Personalized Meal Planning
Carl tailors meal suggestions based on your specific dietary preferences, restrictions, and goals — whether you're gluten-free, vegan, or following a particular calorie count, Carl provides custom meal ideas that fit your needs.
Smart Grocery Lists
No more overbuying or wasting food. Carl generates shopping lists based on your planned meals — ensuring you only buy what you need, saving you both time and money.
Smart Grocery Lists
No more overbuying or wasting food. Carl generates shopping lists based on your planned meals — ensuring you only buy what you need, saving you both time and money.
Pantry Management
Carl helps you track your pantry inventory — keeping an eye on what you have and alerting you when ingredients are running low or about to expire.
Pantry Management
Carl helps you track your pantry inventory — keeping an eye on what you have and alerting you when ingredients are running low or about to expire.
AI-Generated Recipes
Carl's AI doesn't just recommend meals — it creates recipes for you based on your eating habits and preferences, helping you discover new and exciting meals perfectly suited to your lifestyle.
AI-Generated Recipes
Carl's AI doesn't just recommend meals — it creates recipes for you based on your eating habits and preferences, helping you discover new and exciting meals perfectly suited to your lifestyle.
Easy to Use and Accessible
With a smooth interface built using Flutter, Carl offers a seamless experience across both Android and iOS — intuitive for tech-savvy users and beginners alike.
Easy to Use and Accessible
With a smooth interface built using Flutter, Carl offers a seamless experience across both Android and iOS — intuitive for tech-savvy users and beginners alike.

Overcoming Barriers to Healthy Eating
Before Carl, many users faced obstacles that made it difficult to eat healthy consistently. Carl was built to overcome these barriers and provide a smarter, more efficient way to eat healthily:
- Generic Meal Plans: Plans that didn't match individual dietary needs or preferences.
- Inefficient Shopping: Grocery shopping that led to food waste and overspending.
- Tracking Difficulty: Hard to track nutrition and maintain portion control.
- No Flexibility: Lack of personalized, flexible meal planning solutions.
How Carl Transformed Nutrition Management
Carl's MVP was developed to address these challenges with smart, intuitive features that simplify healthy eating:
AI-Generated Recipes
Carl suggests personalized recipes based on your preferences — helping you eat healthy without the guesswork.
Smart Grocery Lists
The app generates grocery lists based on your meal plans — ensuring you only buy what you need and avoid food waste.
Pantry Management
Carl helps you track your pantry and reminds you when it's time to restock ingredients or use items before they expire.
Built for real operators
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Discuss Your Idea TodayBuilt with a modern AI stack
- Flutter — single codebase for iOS and Android
- Responsive mobile experience tuned for accessibility
- Strapi v5 — flexible headless CMS
- PostgreSQL — scalable relational database for user and meal data
- FastAPI — powering recipe generation and nutritional tracking
- ML-driven meal suggestions based on preferences and goals
- Firebase real-time notifications for meal reminders
- Pantry alerts when ingredients run low or near expiry
Why Partner with Metaviz AI?
Choosing Metaviz means choosing the best AI solutions for your business. From startups to enterprises, we deliver secure, scalable, and intelligent platforms that drive measurable outcomes and improve operational efficiency.
Metaviz AI offers innovative AI solutions to boost business intelligence, streamline operations, and drive automation for a smarter, efficient future.
Outcomes that move the business
More Engagement
Personalized meal plans and AI-generated recipes led to higher app usage.
First-Month Retention
The app's tailored features contributed to strong user retention.
Less Food Waste
Pantry management helped users avoid throwing out expired ingredients.
Faster Meal Planning
Carl's AI-generated recommendations made meal planning quicker and more efficient.
Transform Nutrition Management with Carl
Carl combines AI-generated recipes, smart grocery lists, and pantry management into a single Flutter app — making healthy eating effortless across iOS and Android.
Personalized Meals
Tailored to your dietary preferences, restrictions, and goals — gluten-free, vegan, calorie-conscious, all supported.
Smart Grocery
Lists auto-generated from meal plans — buy only what you need, save time and money.
Pantry Tracking
Keeps tabs on inventory and expiry — proactive alerts so nothing goes to waste.
AI Recipes
Generates fresh recipes based on your habits and what's already in the pantry.
Continuous Improvement and Growth
Carl's roadmap includes multilingual support to reach Spanish, German, and other global audiences, fitness app integration to sync with trackers for a fuller wellness picture, deeper AI-powered nutritional insights from eating habits, and personalized meal reminders to keep users on track with their plans.
With a scalable backend (Strapi + PostgreSQL) and flexible AI architecture (FastAPI), Carl is set to evolve into a comprehensive personal nutrition assistant that grows with each user's journey.



