LOOKSMETER · GUIDE
AI Face Rating Tools: Free Face Rater, PSL Score and Attractiveness Test
AI face rating tools analyze a selfie with computer vision and facial geometry, mapping hundreds of facial landmarks to score symmetry, proportions, canthal tilt, jawline and overall harmony, then returning a number, a tier and a percentile. LooksMeter runs the landmark pass on your device and the first score on every tool is free. Start with The Face Report →
The best AI face rating tools on LooksMeter, ranked
Eight tools, each measuring a different slice of the face. Start at the top if you want the complete picture or jump straight to the single-axis tool that answers your exact question.
- The Face Report: Our flagship report: a strict PSL Score (0.25-8.0) with the four-pillar breakdown plus a 1-10 Face Score across six harmony dimensions, face shape, colour season, perceived age and a ranked improvement plan from one photo.
- PSL Score: A calibrated AI read on the 0.25-8.0 PSL scale across Harmony, Dimorphism, Angularity and Miscellaneous, with tier and percentile free.
- Attractiveness & Pretty Scale Test: Pure on-device geometry: Bilateral Symmetry (35%), Facial Thirds (25%), Classical Fifths (20%) and Golden Ratio / fWHR harmony (20%) from facial landmarks.
- Face Symmetry: A Face Symmetry Score across eyes, brows, midline, mouth and jaw, with an honest split between presentation and natural build.
- Golden Ratio Face Test: Seven classical ratios measured on your device against phi (1.618): face length to width, thirds, fifths, nose-to-eye spacing, mouth-to-nose width and lip ratio.
- Facial Ratios & Angles Calculator: Thirteen raw measurements from facial landmarks: fWHR, midface ratio, eye separation ratio, canthal tilt, projected gonial angle, facial thirds and more.
- Hunter Eye Test: The five eye-area markers: canthal tilt, upper eyelid exposure, orbital depth, almond ratio and brow-to-eye distance.
- Jawline Analyzer: A Jaw Score across definition, gonial angle, chin projection, jaw width and submental, separating what is body fat from what is bone.
What AI face rating tools actually measure
Every tool in this list starts from the same raw material: a mesh of facial landmarks placed by a computer vision model. What separates one tool from another is which distances and angles it reads off that mesh and how it turns them into a score.
Symmetry
Left-right agreement of the eyes, brows, nose, mouth and jaw around a computed midline. Small asymmetry is universal and reads as natural. Large regional asymmetry is what the score picks up.
Proportions and thirds
The vertical thirds (hairline to brow, brow to nose base, nose base to chin) and horizontal fifths (five eye widths across the face). Classical balance is roughly equal thirds and an interocular gap close to one eye width.
Bone structure: gonial angle and fWHR
The gonial angle is the jaw corner, with roughly 115 to 125 degrees reading as defined. Facial width-to-height ratio (fWHR) is cheekbone width over mid-face height and drives how compact or long a face reads.
Eyes: canthal tilt
The angle of the line from inner to outer eye corner. Positive tilt (outer corner higher) reads as alert, negative tilt as tired. Combined with eyelid exposure and orbital depth it is most of what the hunter eye test scores.
Skin and presentation
Clarity, texture, tone and the grooming around the face. These are the fastest things to move and the reason two photos of the same face can land a full tier apart.
How to pick a face rating tool
Three questions sort the field quickly. Where does the photo go? What does the number mean? And does the tool tell you what to do with it?
On-device vs upload
Geometry tools can run the whole landmark pass in your browser, so the photo never leaves your device. AI-judged scores need a server round trip. Both are fine, but you should know which one you are using before you upload.
Calibrated distribution
Look for a published median and tier cut-offs. On LooksMeter 4.0 PSL is the 50th percentile and the same photo always scores the same.
Written plan vs number only
A number tells you where you are. A ranked plan with mechanisms, first signals and realistic timeframes tells you what to change first. The free score on every tool is complete and the paid report earns its price through what it says.
ChatGPT face rating vs a dedicated tool
A general chatbot is built for open conversation. A dedicated face rating tool is built for measurement. The two take different approaches.
A dedicated face rating tool places the landmarks, measures the same ratios every time, scores against a fixed rubric and reports where you sit in a real distribution. A chatbot may suit a conversation about the result.
Frequently asked
Can AI rate my face from a photo?
Yes. A computer vision model detects several hundred facial landmarks in a single front-facing photo, measures the ratios and angles between them (symmetry, facial thirds, fWHR, canthal tilt, gonial angle) and compares those numbers against a reference distribution to return a score, a tier and a percentile. It is rating the photograph you supplied, so lighting, lens distance and head angle all move the result.
Which AI face rating tool is the most accurate?
The most useful tool is the one that is consistent and publishes its calibration: the same photo should score the same every time and the tool should tell you what the median user scores and how rare the top tier is. On LooksMeter the PSL Score and The Face Report are calibrated so that 4.0 sits at the 50th percentile and scores above 6.0 are genuinely rare. Pure geometry tools like the Golden Ratio or Attractiveness test are precise about what they measure but only describe proportion, not overall appeal.
Is the AI face rating free?
Yes. Every tool on LooksMeter shows its first score free with no account: the number, the tier, the percentile and the category breakdown. The on-device tools (Attractiveness, Golden Ratio, Facial Ratios, Face Symmetry) are entirely free. The written report behind the PSL Score and The Face Report is a one-time unlock with no subscription.
Is this a looks rater or a PSL rater?
Both, depending on the tool. The PSL Score and The Face Report rate on the 0.25-8.0 PSL scale used by the looksmaxxing community, with Harmony, Dimorphism, Angularity and Miscellaneous pillars. The Attractiveness test and Golden Ratio test are classical proportion raters that return a 0-100 geometry score. The Face Report also includes a 1-10 Face Score, so you can read your face on whichever scale you are used to.
Is my photo kept private?
Yes. The on-device tools (Attractiveness, Golden Ratio, Facial Ratios, Face Symmetry) compute the facial landmarks locally in your browser and upload nothing. For the AI-scored tools your original upload is used in memory to generate the rating and discarded by the server: it is never sold or shared. A compact thumbnail is attached to the result so you can see which photo a score belongs to and guest scans are wiped after 3 days.
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Keep reading
AI attractiveness test, explained
How the 0-100 attractiveness score is calculated, the free geometry test vs the AI-judged report and what a score means.
How to get hunter eyes
Hunter eyes are mostly bone. What the five markers are and what you can realistically change.
Negative canthal tilt: what's fixable
What causes negative canthal tilt, what worsens it and the honest options available.
This page is general information about facial aesthetics terminology, not medical or cosmetic advice. Scores from our tools are calibrated reads of one photo that describe presentation, never your worth.