Accuracy & Validation

Honest Numbers, Honest Limits

Camera-based estimation is real science with real limits. NOZA's approach: score every scan's quality, publish confidence with every value, refuse to show numbers we can't stand behind โ€” and keep validating.

Available now

Confidence on every value

Each measurement reports how reliable this scan was โ€” driven by pulse-signal strength, lighting, motion and face coverage.

Available now

Hard quality gates

Captures with too much motion or too little face coverage are rejected before analysis and ask for a rescan.

Available now

Reference-device comparisons

We run side-by-side trials against smartwatches on real volunteers to tune the pipeline. Formal clinical-grade validation studies are in development.

In development

NOZA Research

Scientific validation, bias and fairness testing across skin tones and lighting conditions, and research partnerships โ€” the workstream that will publish our evidence.

Known limitations โ€” stated plainly

  • Estimates degrade in poor light, with heavy motion, or when the face is partially covered.
  • SpOโ‚‚ is a relative trend, not a medical-grade oximeter reading.
  • Facial BMI, appearance age and lifestyle-risk are appearance-based indicators โ€” useful for trends, never definitive claims about a person.
  • No camera-based system replaces clinical measurement. For medical concerns, see a professional with clinical instruments.
NOZA provides wellness screening and educational insights โ€” it is not a medical device and does not diagnose, treat or prevent any condition. If persistent concerning patterns appear, consult a qualified health professional.

Judge it on your own face.

Run a scan, check the confidence score, compare with your own devices.

Run a Scan