Metaviz AI
Sports & Fitness Mobile App

AI-APEX - Personalized Fitness & Nutrition Coaching Powered by Generative AI

AI-APEX App

An AI fitness coach that builds adaptive programs based on goals, recovery, and real-time performance.

AI-APEX App
AI-APEX App - mobile
Overview

Metaviz AI proudly partnered on the development of AI-APEX - a fully AI-powered fitness, nutrition, and hybrid coaching platform that creates personalized workout plans, custom meal plans, and progress-based recommendations using Vision AI + Generative AI. From photo-based body comparison to AI-generated workout demo videos, this app brings true personal coaching into one seamless experience.

AI-APEX proves how AI automation can reshape the future of fitness apps with smarter personalization, better UX, and adaptive planning. This project included building a complete AI engine that understands user data, nutritional requirements, equipment availability, and physique goals - and then adapts weekly based on real user progress.

- Relevant keywords -
  • AI fitness coaching app
  • Generative AI workouts
  • Vision AI body comparison
  • Personalized meal planning
  • AI workout video generation
  • Adaptive training plans
  • GPT-4o fitness app
  • Macro-based nutrition
  • Cross-platform fitness app
  • AI personal trainer
Challenge & Solution

Solving real problems with smart engineering

AI Workout Programming

Problem

Plans came from static templates that ignored goals, available equipment and experience level - the same programme handed to a beginner and to an advanced lifter.

Solution

AI Workout Programming - Personalized workout plans via GPT + custom plan engine - adapted to goals, equipment, and experience level.

Vision AI Photo Comparison

Problem

Physical change was invisible between weigh-ins, leaving users with no evidence that the work was doing anything.

Solution

Vision AI Photo Comparison - Past vs current vs ideal body comparison - visual feedback that motivates and guides progress.

AI-Generated Demo Videos

Problem

Exercise demonstrations were one generic clip per movement, pitched at no particular skill level.

Solution

AI-Generated Demo Videos - Workout video clips tailored to user experience level - generative video for true personalization.

Macro-Based Meal Planning

Problem

Nutrition targets were generic rather than calculated, so calorie and macro goals rarely matched the user in front of them.

Solution

Macro-Based Meal Planning - Custom meal plans with recipe generation - calorie and macro targets tuned to each user.

Progress Analytics

Problem

Plans were fixed at sign-up and never revised, so coaching stopped adapting the moment real progress diverged from the template.

Solution

Progress Analytics - Auto-recommendations based on weekly progress - coaching that evolves with the user.

Feature Showcase

A closer look at every screen

tap any screen to zoom

01 · Personalization Is Hard Without Real AI
Tech Stack

Built with

Mobile App

  • Flutter using Riverpod / Bloc for modular state management
  • Cross-platform iOS, Android, and tablet support

Backend

  • Node.js + Python for plan automation
  • Modular AI components for scalable personalization

AI Models

  • GPT-4o for plan generation and meal swaps
  • TensorFlow.js + Roboflow for Vision AI body analysis
  • Synthesia / RunwayML for AI-generated workout demo videos

Infrastructure

  • Firebase + AWS for storage and hosting
  • Stripe subscription billing for premium tiers
  • Firebase Analytics + custom progress engine
Results & Value

What actually changed

01Headline outcome
AIBetter GuidanceUsers get tailored plans instead of generic templates - coaching that adapts to their actual lives.
02
📷
Smarter Progress TrackingPhoto-based comparison makes results visible and motivating - past, present, and goal in one view.
03
📊
Data-Driven DecisionsInteractive graphs and weekly targets help users stay consistent - clear feedback fuels habit formation.
04
🎬
Higher RetentionAI-generated video demos increase engagement and usability - users come back day after day.

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