How Pretty Am I? An Honest Facial-Measurement Test

Why it surfaced

The unusual part is its refusal to pretend that geometry can answer whether someone is attractive: it shows six component scores, explains the method, and repeatedly calls the result a weak measurement rather than a verdict. The photo stays in the browser, and there is no subscription, procedure list, or makeover funnel waiting behind the number.

A browser-based photo tool that maps 478 facial landmarks and scores symmetry, proportion, and balance without uploading the image.