Face Rater: Rate My Face With AI

Free AI face rater and attractiveness test. Get an instant face map in your browser, then an AI score out of 100 with the visible reasons and one change to try next. No sign-up needed for your first result.
No photo handy? Rate an example:

Example rating reportExample output

AI result

Your personalized report will appear here with clear strengths and practical retake advice.

Free score and summary; free account for the full single-photo report$17.49 once for your Glow-Up Report: AI previews of you with the fixes appliedSee our privacy policy for photo storage and AI processing

How this face rater works

Upload one clear photo of your face — a selfie, a portrait or a profile picture — and this face rater works in two layers. First, an instant face map: measurements of the photo's geometry, made in your browser in about a second, with nothing uploaded, no account and no limit on how many photos you try. Then, if you want it, the AI photo score: a score out of 100, the visible reasons behind it and one change to try on your next shot. Your first AI result needs no sign-up (a guest gets the score and a short summary), and a free account unlocks the full report with the evidence behind every dimension and a retake plan.

1. Upload a photo

Choose a recent, unfiltered photo where your face is clearly visible. Front-facing, eye level and soft light give the fairest read.

2. See your instant face map

Within about a second your browser draws mirror balance, thirds, fifths and length-to-width on your photo and shows where each sits against a reference set.

3. Get the AI photo score

The AI scores the photo from 0 to 100 against six face-rater criteria and explains what it saw, in plain language.

4. Change one thing and rate again

Turn toward a window, lift the camera to eye level or relax your expression, then rate again to see exactly what moved.

What your face score means

There are two numbers on this page, and they answer different questions. The AI face score answers: how attractive and well balanced does your face read in this photo? It is a 0–100 rating of your face — the percentile beside it shows how it compares with other photos rated here — and it is not a measure of your worth or a prediction of how you look in person. The bands below are the ones the scoring engine itself uses.

The face balance on the instant face map answers a narrower question: how close is the geometry of this photo to the typical value of a small reference set? It is a measurement, not a beauty score, and it changes with every angle, lens and expression.

  1. 90–100ExcellentThe photo presents your face very well. Only negligible limits; everyday photos can reach this band.
  2. 80–89StrongEffective and ready to use. Small refinements do not undermine the result.
  3. 70–79GoodMostly effective. One meaningful limitation, or several small ones, noticeably affect it.
  4. 60–69MixedSome things work, but one substantial limitation — often light or angle — weakens the photo.
  5. 40–59WeakSeveral substantial limitations, such as heavy shadow, blur or an extreme angle. A retake will likely help most.
  6. 0–39Not readableThe face is missing, hidden or unreadable in this photo. Upload a clearer one.

How your scores are calculated

Face map (instant, in your browser): Google's MediaPipe Face Landmarker finds 478 points on your face. We measure four things from them: how evenly the two sides mirror across the midline (after levelling a tilted head), how the visible face splits into thirds, how its width splits into fifths, and its length-to-width ratio. Each is scored by how close it is to the typical value of a reference set of 1,088 level, frontal photos from a public face dataset, with the formula printed on the result. Typical is not ideal, the reference photos are celebrity-style and mostly lower resolution, and the weights are this tool's own calibration. Your photo is not uploaded for this part.

AI photo score: a vision AI model looks at your photo and scores what is visible against six criteria, and every result explains its evidence. Before it scores, a separate pass reads the photo's conditions — camera angle, eye level, lighting direction, background and crop — so a harsh-shadow selfie is judged as a lighting problem, not as a problem with you. The persona or tone you choose changes how the feedback is worded, never the number.

Facial harmony

How balanced the features read — proportions, symmetry, and how the face divides into pleasing thirds.

Symmetry & balance

Left/right balance and feature alignment — how evenly the two sides of the face read in this frame.

Skin quality

Tone, evenness, texture, and how healthy the skin looks under this light.

Eyes & expression

The gaze, the brow, and the life in the eyes that reads as confidence and approachability.

Light & color

How the light flatters the face and whether the skin tone reads natural and true.

Styling & grooming

Hair, grooming, and the finishing details that make the look feel intentional.

Why does the same face score differently from one photo to the next? Lens distance, light direction, expression and crop all change what is visible. The AI can also vary by a few points between runs on the same photo, so read small differences as noise and big ones as signal.

What research says about facial attractiveness

Decades of psychology research on perceived attractiveness point to a few consistent findings — and to a great deal that a single photo cannot show.

Symmetry

Reviews of the literature (Rhodes, 2006) find that more symmetric faces tend to be rated as more attractive, though the effect is modest and varies between studies. In a photo, head tilt and wide-angle distortion can create asymmetry that is not in your face.

Averageness

Faces close to the average of a population tend to be rated as attractive (Langlois & Roggman, 1990). That is about overall proportions rather than any single feature.

Skin and health cues

Even tone, clear texture and healthy colour influence ratings (Little, 2014) — and they are exactly what lighting and filters change most.

Expression and warmth

A genuine, relaxed expression reads as more approachable. A static score under-weights this, and it is the factor you control most easily.

Context and culture

Standards vary across cultures, eras and viewers. No photo test can see who is looking or what they value.

What an AI face rating cannot tell you

Be honest with yourself about what this tool can and cannot do.

One photo is one reading

The score rates your face as it reads in this photo. Light, lens, angle and expression still move it, so rate two or three photos and trust the pattern, not a single number.

AI can be biased

Vision models learn from data that over-represents some faces and beauty standards. Skin tones, face shapes and features outside that data can be misread. Treat the result as one imperfect opinion.

It is not medical or psychological advice

Nothing here diagnoses a condition or recommends a procedure. It looks at presentation in a photograph and nothing else.

If a low score weighs on you, step away

A number from one photo is feedback on that photo. Close the tab, take a new picture in better light another day, or ignore the score entirely.

Tips for a fair face score

Face a window

Soft, even front light is the single biggest upgrade. Avoid overhead light, direct flash and a bright window behind you.

Camera at eye level

Hold the phone at eye level or slightly above, at arm's length, and use the 2x lens to avoid wide-angle distortion.

A natural expression

Relax your face and think of something pleasant. A real half-smile reads better than a forced one.

No filters

Beauty mode and smoothing change what the AI can see, so the score describes the filter instead of you.

Hair off the face

Keep the hairline, brows and jaw visible, and keep the background simple so nothing competes with your face.

Compare like with like

When you retake, keep the camera, crop and distance the same and change one thing, so any difference in score has a reason.

References

  • Rhodes, G. (2006). The evolutionary psychology of facial beauty. Annual Review of Psychology, 57, 199–226.
  • Langlois, J. H., & Roggman, L. A. (1990). Attractive faces are only average. Psychological Science, 1(2), 115–121.
  • Little, A. C. (2014). Facial attractiveness. WIREs Cognitive Science, 5(6), 621–634.

Questions, answered

FAQ

Short answers up front. More examples, personas, and photo-improvement guides are on the way.

A face rater is a tool that looks at a photo of your face and gives it a score. This one works in two layers: an instant face map measured in your browser (mirror balance, thirds, fifths and length-to-width), and an AI face rater that scores the photo from 0 to 100 against six criteria (facial harmony, symmetry and balance, skin quality, eyes and expression, light and colour, styling and grooming) and gives you the visible reasons plus a retake plan.

Two ways to see your photo

Choose the kind of feedback you need

Choose annotated Doodle feedback or a deeper Professional report card.

Your photo
AI result
Professional mode: see the direction

Get a deeper visual review with neutral feedback and a shareable studio-style report card. The card presents your analysis; it does not retouch your headshot.

Start with one photoA studio-style report card
Try this mode
Who is rating you?Live persona matrix
Chinese auntie · The neighborhood auntie who notices everything.annotated

The product

What is Nanorater?

Nanorater is a selfie-first face rater: upload a photo, choose a persona, and get a score plus an annotated result with concrete fixes. It is not about perfect. It is about feedback you can use before your next photo.

Personas make it feel human

Choose the point of view you want, from a Chinese auntie who notices everything to a supportive best friend. Different personas focus on different details and use a distinct voice.

Annotated feedback, not generic tips

Nanorater points to expression, lighting, framing, grooming, and outfit choices, then gives clear fixes you can apply in minutes.

Built for iteration

Try a different angle, swap a jacket, step closer to a window, relax your jaw, then rate again and see the feedback change.

A score with coaching behind it

Create a free account to see the full report: evidence behind your score and a focused retake plan. A paid clean export includes three coach questions; Pro includes unlimited follow-ups.

Nanorater

Nanorater: the face rater you will actually use

Upload one photo and get a practical result with fixes that make the next shot clearly better. Turn uncertainty into a repeatable upgrade loop.