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Workout Wizz AI-Powered Exercise Form Coaching

How we built an AI-powered fitness app designed specifically for students, using real-time computer vision to analyze exercise form and provide instant feedback—perfect for dorm room workouts with no equipment needed.

Platform: iOS & AndroidIndustry: Fitness & HealthTechnology: AI / Computer Vision
Workout Wizz AI Fitness App
Overview

Project overview

Workout Wizz is an AI-powered fitness app designed specifically for students and fitness beginners. Using advanced computer vision technology, the app analyzes exercise form in real-time and provides instant visual and audio feedback. Perfect for dorm rooms with no equipment needed, Workout Wizz helps students build consistent workout routines with proper technique. Kwanso led the full product delivery: UX design, AI development, mobile engineering, backend infrastructure, and publishing to App Store & Play Store with student-friendly subscription pricing.

Industry

Fitness & HealthMobile Health AppsAI-Powered CoachingComputer Vision

Technologies

React NativeTensorFlow Lite & PoseNetNode.js & PostgreSQLGCP & Heroku
Challenge

The Challenge

Most students want to exercise more but struggle with proper guidance and intimidating gym environments. Research shows 76% want to exercise more but lack guidance, 64% feel uncomfortable in campus gyms, and 78% quit due to uncertainty about proper technique. Students needed a solution that works in dorm rooms with no equipment, provides real-time form correction, and offers affordable pricing. The client needed an AI-powered fitness app that could analyze exercise form in real-time, provide instant feedback, and integrate social features and gamification to keep students motivated.

Solution

Our Solution

  • Real-Time Computer Vision Analysis

    Built an advanced computer vision system that identifies key body joints, calculates angles between joints in real-time, and compares posture against models of correct form. The algorithm analyzes form step-by-step: choose exercise, detect joints, analyze angles, and provide instant feedback.

  • Student-Focused Features

    Designed specifically for students with no equipment needed—perfect for dorm rooms. Includes social features to connect with classmates, gamified challenges and achievement systems, student-friendly pricing ($5/month premium), and campus integration partnerships with university rec centers.

  • Student-Friendly Pricing & Monetization

    Implemented freemium model with free tier and affordable $5/month premium subscription. Integrated Apple Store and Google Play billing with campus group discounts, enabling recurring revenue while remaining accessible to student budgets.

What we shipped

Key Features

Real-Time AI Feedback

On-device processing with no video uploads required.

Pose Estimation

Joint-angle tracking with TensorFlow Lite and PoseNet.

Rep Counting

Automatic rep counting with form evaluation scoring.

Social & Gamification

Connect with classmates, share progress, and unlock achievements.

AI-Powered Fitness Coaching App

Explore our AI-driven mobile fitness app that provides real-time exercise form coaching using computer vision and pose detection.

Workout Selection Screen

Workout Selection Screen

Home screen showing available workouts with rep counting and form scoring features

Engineering

Engineering Wins

Real-Time Pose Estimation with TensorFlow Lite

Implemented on-device processing using TensorFlow Lite and PoseNet, enabling real-time pose estimation without requiring video uploads. This ensures a smooth mobile experience with instant feedback.

Subscription Setup & Billing Automation

Successfully integrated subscription billing for both Apple Store and Google Play Store, with secure login and cross-device subscription sync, enabling recurring monthly revenue.

Refined Angle-Based Scoring System

Developed a sophisticated angle-based scoring system per exercise type, comparing user posture against models of correct form to provide accurate, exercise-specific feedback.

Results

Impact

19.9MTarget MarketCollege students in the US
78%Student InterestReport interest in fitness apps for students
92%Device CompatibilityOwn smartphones capable of running the app
Outcome

Client Outcome

Kwanso transformed the idea from concept → prototype → launch-ready product designed specifically for students. The app addresses the unique challenges students face: lack of guidance, gym intimidation, and uncertainty about proper technique. With no equipment needed and student-friendly pricing, Workout Wizz makes fitness accessible in dorm rooms across campuses.

Workout Wizz Team, Fitness & Health Technology

Market Opportunity

With 19.9 million college students in the US, 92% owning smartphones, and 78% reporting interest in student-focused fitness apps, Workout Wizz is positioned to capture a significant market. The app's real-time form correction, social features, and gamification keep students motivated to build consistent workout habits.

Ready when you are

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