What facial harmony actually measures
A breakdown of the proportional relationships our engine scores, and why harmony predicts perceived attractiveness better than any single feature.
Jul 2026Blog
Research, methodology and guides
Long-form notes from the team building precision facial analysis.
Inside the 50-attribute scan
From landmark detection to normalized scoring — how one photo becomes a full aesthetic report in under fifteen seconds.
Jun 2026The definition roadmap: a 12-week protocol
Body composition, sleep architecture and skin care, sequenced for the fastest measurable change in jawline scores.
Jun 2026Progress tracking, rebuilt
Comparable scoring across months requires consistent capture. Here's how we normalize lighting, angle and expression.
May 2026How we handle your photos
Encryption, retention windows and deletion guarantees, explained without legalese.
May 2026Symmetry is overrated — up to a point
What the literature says about deviation thresholds, and where marginal gains stop mattering.
Apr 2026