How Our AI Works
Understanding how Qumfy personalizes your sleep journey while keeping your data private and secure
The AI Personalization Process
Here's exactly how Qumfy creates your personalized sleep program
Data Collection
We collect only the essential information needed to personalize your experience:
- Sleep patterns (bedtime, wake time, quality)
- Lifestyle factors (stress, exercise, caffeine)
- Check-in responses (evening and morning)
- Routine preferences and feedback
Pattern Analysis
Our AI analyzes your data to identify:
- Sleep quality trends over time
- Factors that improve or worsen your sleep
- Optimal bedtime and wind-down duration
- Activities that work best for you
Personalized Recommendations
Based on the analysis, the AI generates:
- Custom bedtime routines with timed activities
- Personalized insights and sleep tips
- Calming affirmations tailored to your needs
- Adaptive schedule adjustments
Continuous Learning
The AI constantly refines its recommendations based on:
- Your feedback on routines and activities
- Changes in your sleep quality
- Seasonal and lifestyle variations
- Long-term trend analysis
Your Privacy, Protected
We take data security seriously. Here's how we protect your information
End-to-End Encryption
All data is encrypted in transit and at rest using industry-standard protocols
No Third-Party Sharing
We never sell or share your personal data with advertisers or third parties
Minimal Data Collection
We only collect data essential for personalizing your sleep experience
Full Transparency
View, export, or delete your data anytime from your account settings
Technical Details
Machine Learning Model
Qumfy uses a combination of supervised and unsupervised learning algorithms to analyze sleep patterns and generate personalized recommendations. Our models are trained on anonymized aggregate data from thousands of users to ensure accuracy while respecting privacy.
Data Processing
All AI processing happens on secure cloud servers with SOC 2 Type II certification. Your personal data is isolated and processed in compliance with GDPR and CCPA guidelines.
Algorithm Transparency
Our AI uses interpretable models that allow us to explain exactly why certain recommendations are made. You can view the reasoning behind each suggestion in your insights dashboard.
Human Oversight
While AI powers the personalization, all recommendations are reviewed and validated by sleep science professionals to ensure accuracy and safety.