Educational & Tool Accuracy Disclaimer
Understand a result before you rely on it.
For learning and exploration
GoldenRatioFace.net provides educational tools and explanatory content about facial proportions, shape categories and related styling ideas. A result is a comparison under a particular method, not a verdict about a person.
The tools do not diagnose conditions, recommend treatment or establish whether you need a medical, dental or cosmetic procedure. Speak with an appropriately qualified professional about those questions.
Different scores answer different questions
Golden ratio comparison
How selected ratios compare with phi under a custom formula. It is not a percentage of beauty.
Face shape match
How visible proportions fit a set of overlapping geometric profiles. Similarity scores are not probabilities.
Symmetry comparison
How selected left and right features compare under the particular method. Scores from different systems are not necessarily comparable.
Styling suggestion
An option to explore. Comfort, hair texture, fit, culture, budget and your preferences remain relevant.
Photos introduce uncertainty
Camera position, lens perspective, expression, lighting, cropping and hair can affect landmark placement and distances. A single flat photo is not a calibrated three-dimensional measurement. Hidden boundaries, including a covered hairline, may need estimation or a different input.
Repeating the same calculation is not the same as validating its accuracy. No large-population accuracy percentage, demographic fairness guarantee or clinical interpretation is established by these tools.
Sources do not validate every product choice
A research paper about proportions does not automatically validate a website’s score, thresholds or shape labels. Google’s MediaPipe documentation documents its model; it does not certify GoldenRatioFace.net’s custom classifications.
Consult the method shown on the specific tool. The About page explains the distinctions between our main tools.
Keep the result in perspective
You do not need to change your appearance because of a score or label. If repeated comparisons feel upsetting or unhelpful, stop using the tool. These results cannot tell you how others perceive you or what you are worth.
Report misleading wording or contradictory results through our contact page. The Terms of Use and Privacy Policy cover separate use and data-handling questions.