Technical Overview: Cadura Voice Coaching System
Architecture, methodology, and evidence-based approach to longevity optimization
System Architecture
- Platform
- Web application (Next.js 15.5.4), iOS and Android mobile apps in development
- Voice Interface
- Natural language processing for 2-3 minute daily check-ins, supporting conversational health tracking
- Session Duration
- 2-3 minutes per day (significantly lower friction than traditional health tracking apps)
- Data Privacy
- End-to-end encryption, GDPR and CCPA compliant, user-controlled data deletion
Five Pillar Longevity Framework
Cadura's approach is based on the Danish Twin Study finding that 70-80% of longevity is determined by lifestyle factors, not genetics. The system tracks five interconnected health domains:
1. Sleep Optimization
Duration, quality, consistency tracking. Evidence shows 7-9 hours optimal for longevity (Walker, 2017).
2. Movement
Daily activity patterns, exercise types. Blue Zones research shows consistent, moderate movement extends healthspan.
3. Nutrition
Eating patterns, food quality awareness. Focus on behavioral patterns rather than calorie counting.
4. Stress Management
Daily stress levels, recovery practices. Chronic stress accelerates aging (Epel et al., 2004).
5. Social Connection
Quality of relationships, community engagement. Harvard Study of Adult Development links relationships to longevity.
Pricing Tiers
| Plan | Price | Credits/Month | Features |
|---|---|---|---|
| Free | $0 | 8 sessions | Basic voice coaching, progress tracking |
| Lite | $10/month | 24 sessions | Full voice coaching, daily guidance |
| Pro | $30/month | 60 sessions | Advanced insights, priority support |
| Ultra | $90/month | 180 sessions | Unlimited coaching, personalized protocols |
Note: All plans include the same core features. Credits determine number of voice coaching sessions per month. Pricing reflects commitment to making longevity optimization accessible.
Evidence-Based Approach
Cadura's methodology is grounded in peer-reviewed longevity research:
- •Danish Twin Study: 70-80% of longevity determined by lifestyle, not genetics (Herskind et al., 1996)
- •Blue Zones Research: Identification of five lifestyle commonalities among world's longest-lived populations (Buettner, 2012)
- •Dr. Peter Attia's Framework: Four pillars of longevity medicine (exercise, nutrition, sleep, emotional health)
- •Huberman Lab Protocols: Circadian optimization, stress management, habit formation science
User Flow
1. Daily Check-in Initiation └─> User opens Cadura app └─> Voice session begins (2-3 minutes) 2. Conversational Health Assessment └─> AI asks about sleep quality └─> User responds naturally via voice └─> AI adapts questions based on patterns └─> Covers all 5 pillars organically 3. Personalized Guidance └─> AI analyzes response patterns └─> Provides contextual recommendations └─> Suggests one actionable improvement └─> Tracks progress over time 4. Long-term Optimization └─> Pattern recognition over weeks/months └─> Behavioral insights emerge └─> Sustainable habit formation └─> Measurable health improvements
Performance & Accessibility
- Response Time:
- Voice processing and AI response generated in real-time
- Accessibility:
- Voice-first interface removes barriers for users with mobility limitations
- Language Support:
- Currently English, expanding to additional languages
- Core Web Vitals:
- LCP optimized with fetchPriority="high", CLS prevented with aspect-ratio, mobile-first responsive design
Ideal Use Cases
Busy Professionals (Age 30-55)
Understand health importance but struggle with time-intensive tracking apps. Need guidance, not another dashboard.
Health-Conscious Beginners
Want evidence-based health optimization but overwhelmed by conflicting information. Need structured, personalized guidance.
Biohackers & Optimizers
Already tracking health metrics, seeking AI-powered pattern recognition and behavioral coaching to complement data analysis.
