Facial Harmony,
Objectively Scored
Drop your face photo here, or browse
10-Parameter Proportions Breakdown
Objective multi-dimensional facial evaluation across skin quality, facial thirds, symmetry, and bone structure.
About Gabru Facial Attractiveness Framework
An aesthetic digital sandbox translating classical Renaissance proportions and computer vision into an engaging experience.
10 Balanced Dimensions
Evaluates skin tone uniformity, eye geometry, facial thirds and fifths, smile dynamics, bilateral symmetry, and jaw contour for comprehensive proportion analysis.
Changeable vs. Fixed Split
Distinguishes controllable presentation cues (Skin, Expression, Grooming, Under-eye, Posture) from natural bone architecture so advice stays constructive.
Actionable Improvement Levers
Highlights your top 3 highest-impact opportunities with calculated score gains so you can focus on practical styling and lighting adjustments.
Local Biometric Privacy
Facial landmark detection and calculations run entirely on your local device. Your photo is never transmitted to any external server or stored.
How to Use This Tool for Best Results
Follow these simple steps for measurement accuracy and constructive feedback.
Take the Right Photo
Face the camera directly at eye level in even, natural daylight with a neutral expression. Keep hair lightly pulled back so your jawline and forehead are visible.
Upload & Analyze
Drop your photo or click Browse. Biometric landmark tracking maps your facial thirds, eye aperture, and skin tone in seconds.
Inspect Your Deep Dives
Check your overall Face Score and review individual parameter cards to view proportions, symmetry, and skin tone analysis.
Apply Actionable Levers
Review your top controllable levers for practical styling and skincare adjustments with estimated score gains.