Fit Guide — Technology
Your Perfect Fit
in Under 60 Seconds.
A dedicated full-page experience that walks you through our proprietary 4-step fit process, reducing blind buying anxiety.
Scan
Capture Your Face Map
Mobile face scan captures key measurements via AR face-mapping SDK. In 30–60 seconds, we map your unique facial geometry — bridge width, temple distance, cheekbone angle, and more.
Match
AI-Powered Fit Profile
Our ML recommendation engine generates your fit profile and matches you to the ideal frame family. The system cross-references your measurements against our comfort database of thousands of face shapes.
Select
Curated Options
Choose from curated lens options and comfort upgrades in a personalized grid. Each recommendation is scored against all 6 comfort pillars so you can compare with confidence.
Confirm
Fit Confidence Score
Visual preview with your Fit Confidence Score before purchase. See exactly how each frame will sit on your face, with a detailed comfort breakdown across all six engineering pillars.
Data Moat
The More You Wear,
the Smarter It Gets.
Your data builds a better fit over time. Our accumulated dataset links face shape, comfort ratings, returns, and repurchase behavior — creating a defensible competitive advantage that compounds with every scan.
10K+
Face Scans
94%
Fit Accuracy
<3%
Return Rate