ARMY-FIT — AI Computer Vision Fitness Assessment
Computer Vision real-time, kira push up, pull up, sit up from kamera with AI pose detection. Form Score (0-100%) + voice coaching. Eliminate berat sebelah & pertikaian markah. Modern Next.js 15 + React 19 stack.
Operational Context
Penilaian kecergasan anggota TD diuruskan jurulatih manual. Subjective scoring, dispute markah common, slow process. Jurulatih perlu fokus count rep instead of coaching. Tiada audit trail untuk ulang verify.
“Useful AI is AI that solves real problems. Pose detection for counting fitness test reps is not glamorous, but it eliminates disputes and saves coach hours every session.”
Insight from this project
Approach Taken
AI yang anggota TD dapat:
Real-time Pose Detection
Kamera detect joint keypoints. AI count HANYA repetisi sah.
Form Score Analysis
Elbow angle, hip alignment, depth of motion. Score 0-100%.
Voice Coaching
Panduan suara fasa demi fasa: Setup → Descending → Ascending → Complete.
Step-by-step Guidance
Sistem auto-tips ikut posisi badan. Real-time feedback.
Before vs After
Sebelum
- Coaches counted reps manually with subjective scoring
- Score disputes were common
- No audit trail for verification
- Slow process per individual
Selepas
- AI auto-counts reps from camera
- Form Score 0-100% objective grading
- Real-time voice coaching
- Every rep has video proof
System Design
Modern Next.js 15 + React 19 + Tailwind CSS stack. Custom AI pose detection model. Voice synthesis for real-time coaching. Real-time pose detection counts reps and analyzes form. Form Score algorithm based on biomechanics (elbow angle, hip alignment).
Tech Stack
Measurable Outcomes
Impact Per Stakeholder
Apa berubah selepas sistem live.
Untuk Anggota TD
- Score objektif, no juri bias
- Form Score kualiti pergerakan (elbow angle, hip alignment)
- Voice coaching real-time
- Tiada lagi dispute markah
Untuk Jurulatih
- Bebas urus logistik instead of count
- Step-by-step guidance auto
- Identify form issues untuk coaching
- Edge cases flagged
Untuk Pemerintah
- Data reliable untuk fitness analytics
- Trend kecergasan anggota over time
- Audit trail penuh untuk compliance
- Faster reporting untuk stakeholder
Strategic Learnings
- →Computer Vision for government use cases is niche but high value. Solving real problems makes clients commit.
- →AI combined with real use cases delivers outcomes, not demos. That separates real AI vendors from buzzword AI vendors.
- →Modern stack (Next.js 15 + React 19) for computer vision delivers both performance and developer experience.
Request a quotation
Formal quotation within 5 business days after discovery call.
