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

PlanPriceCredits/MonthFeatures
Free$08 sessionsBasic voice coaching, progress tracking
Lite$10/month24 sessionsFull voice coaching, daily guidance
Pro$30/month60 sessionsAdvanced insights, priority support
Ultra$90/month180 sessionsUnlimited 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.

Disclaimer: Cadura provides health optimization guidance based on lifestyle factors and longevity research. It is not medical advice and does not diagnose, treat, or cure medical conditions. Always consult healthcare professionals for medical concerns.

Cadura