Overview
AI Fitness Coach App demonstrates real-time workout guidance using on-device pose estimation to track exercise form, count repetitions, and provide corrective feedback, functioning as a virtual personal trainer through the phone's camera.
This is a demonstration project created for portfolio demonstration — not a verified client engagement.
The Challenge
Home fitness routines often lack real-time form correction, increasing injury risk and reducing exercise effectiveness compared to working with an in-person trainer.
Concept Solution
We built a pose-estimation pipeline running on-device to track joint positions during exercises, comparing movement patterns against reference form to give real-time corrective feedback and automatic rep counting.
Key Features
Development Process
Illustrative workflow for this concept — not a verified delivery timeline.
- 1
Exercise library research and form-error taxonomy definition
- 2
Pose estimation pipeline integration and calibration
- 3
Real-time feedback logic and rep-counting development
- 4
Mobile UI/UX design for workout guidance
- 5
Accuracy testing across varied body types and camera angles
Potential Business Benefits
Conceptual outcomes this type of solution could enable — not verified results.
- Provides accessible, real-time form correction at home
- Reduces injury risk from improper exercise technique
- Encourages consistency with guided routines
- Works entirely on-device without a subscription trainer
Demonstration Outcomes
Observations from concept testing — not verified production metrics.
- Demonstrated accurate rep counting across sample exercise sets
- Validated form-feedback responsiveness in real-time testing
Concept Views
Generated dashboard mockups illustrating different aspects of this concept.
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