How Hayati Works
Transparency without overload. Understand our analysis pipeline and how we generate wellness indicators.
The Analysis Pipeline
Image Acquisition
Capture or upload a facial image through our secure interface with real-time quality guidance.
Preprocessing & Quality Checks
Our system validates image quality, lighting, and positioning to ensure accurate analysis.
Facial Element Extraction
AI identifies and measures key facial elements, scoring each on a 1-10 intensity scale.
Condition Correlation
Multiple elements are analyzed together using weighted matrices to reduce false signals.
Confidence Scoring
Each indicator receives a confidence tier (High/Medium/Low) based on element correlation strength.
Human-Readable Report
Results are presented in plain language with clear explanations and recommended next steps.
Element Intensity Scales
Each facial element is measured on a standardized 1-10 scale, allowing for consistent tracking over time and meaningful comparisons.
- 1-3Low intensity — minimal indicator presence
- 4-6Moderate intensity — worth monitoring
- 7-10High intensity — consider professional consultation
Confidence Tiers
Not all indicators are equally reliable. Our confidence tiers help you understand how much weight to give each result.
Strong multi-element correlation, consistent patterns
Moderate correlation, some supporting elements
Limited correlation, treat as preliminary indicator
Why Multiple Elements Matter
Single-element analysis can produce false signals. By correlating multiple facial elements through weighted matrices, we significantly reduce noise and improve indicator reliability.