DietApp — Nutrition-First Fitness Assistant with Meal Planning & Daily Progress Intelligence

Metaviz AI built DietApp, a next-generation nutrition and calorie intelligence platform inspired by YAZIO. DietApp allows users to log meals instantly (barcode, search, or photo), follow personalized meal plans, track macros, schedule fasting, sync wearables, and visualize progress through smart nutrition analytics. This project shows how AI + nutrition science can merge into one flexible app experience. Metaviz AI shaped a complete ecosystem that blends user habits, biometrics, diet patterns, and calorie math, into one adaptive flow that evolves with user progress.

Consultation & Requirement Discovery

We identified core user needs, instant meal logging, personalized calorie targets, fasting flexibility, and macro visibility.

Design & Development

We designed a quick-log diary, barcode scanner, and recipe-based meal planner that adapts to user goals and preferences.Step 1

Fasting & Wearable Sync

Metaviz AI implemented fasting timers, hydration reminders, and wearable integrations for automated calorie recalculation.Step 2

Testing & Optimization

Stress testing ensured high performance, especially in food DB search, barcode scanner accuracy, and progress chart rendering. Step 3

Deployment & Premium Models

We implemented in-app subscriptions with secure payments and launched stable builds on iOS + Android.Step 4

Challenges: Nutrition Data Is Useless If It Isn’t Easy To Log

Most calorie apps fail because logging takes too much time. Diet habits are fragile, friction kills consistency. Existing tools were fragmented, fasting in one app, macros in another, recipes somewhere else, wearable sync in a separate ecosystem. Users needed everything in one place, fast, visual, personalized.

Solution: A Complete Diet + Progress Engine In A Single App

DietApp delivers:

  • Ultra-fast food logging (barcode + search + optional photo)
  • Personalized meal plans + recipes for dietary preferences
  • Fasting modes with reminders and timers
  • Progress analytics (weight, macros, nutrient trends)
  • Wearable sync for auto calorie adjustment

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Nutrition Facts

Home

Streak

Onboarding Welcome

Succeed

Single Activity

All Measurement

Measurement

Fitness Calculator

Technological Implementation in Diet App

Metaviz AI built DietApp using a scalable cross-platform stack:

  • Mobile: React Native or Flutter
  • Backend: Node.js / FastAPI with PostgreSQL or MongoDB
  • Storage: Firebase Auth / AWS Cognito + S3 / Firebase Storage
  • Barcode: native scanning SDK or ML-based scanner
  • Food DB: custom food database + optional Edamam / Spoonacular
  • Wearables: HealthKit + Google Fit + Fitbit + Withings
  • Payments: Stripe + App Store / Google Play billing
  • Charts: MPAndroidChart / Victory / Recharts

AI (optional): GPT-4o for meal swaps + recipe variants

Why Metaviz AI For Nutrition-Driven App Innovation?

We specialize in habit design + automation based on daily patterns. DietApp is proof, small UX detail changes create large impacts in compliance and retention. We build fitness platforms that feel natural, not forced, and we architect systems that evolve with future feature sets.

Unlock Nutrition Intelligence With Diet App

DietApp merges daily eating, fasting, activity, and visual metrics into a simple mobile experience, powered by dynamic calorie math and adaptive nutrition logic.

  • fast meal logging
  • personalized meal plans
  • fasting tracking
  • progress analytics
  • wearable syncing

Modern Design

User-friendly interface enhances navigation and engagement.

Custom Fonts

Tailored typography boosts readability and visual appeal.

Easy to Customize

Flexible design adjusts to evolving business needs.

Proven Impact & Growth: Health Results Amplified Through Personalization

1

Frictionless Logging

Barcode + search makes logging take seconds, not minutes.

2

Smarter Nutrition Control

Personalized plans + recipes make eating structured and flexible.

3

Data-Driven Habits

Macro charts + nutrient curves help users stay consistent.

4

Higher Retention

Badges, streaks, and fasting cycles keep motivation steady.

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