An honest face assessment, not a number out of ten

Most face-rating tools compress your face into a single number. A neural net trained on rated photographs learns the average preferences of whoever did the rating, then projects those preferences back onto your selfie. The output looks scientific. The mechanism is closer to a popularity poll with a number attached.

There is real signal in faces. Recent work in Scientific Reports (2025) found that averageness and femininity predict facial attractiveness judgments more reliably than symmetry or masculinity, which is the opposite of what the looksmaxxing forums tend to claim. A photo can carry that signal, but a single digit hides it. The Beauty Report keeps the analysis and drops the leaderboard.

The Beauty Report returns an overall read with six sub-areas examined one at a time: symmetry, proportions, bone structure, skin, the eye area, and the smile. Each one is written up in plain editorial prose with a strengths note and a constructive note, never a personal judgment.

Paired with the read is a short list of grooming and styling suggestions a stylist friend would actually give you. Brow shape that flatters your orbital bone, the haircut length that resolves a heavier lower third, the lipstick undertone that warms your skin. You can also save a clean black-on-white contour drawing of your face as a keepsake.

A number doesn't tell you what to do. A 7.4 from one tool and a 6.1 from another both leave you in the same place: vaguely insulted, no clearer on your face. A written read is harder to make and far more useful, because it points at specific features and gives you specific moves.

The Beauty Report reads your face the way an editorial stylist would talk through a portrait. The proportions section names the ratio that is doing the visual work; the bone structure section describes which planes catch light and which recede; the skin section flags the texture and tone signals visible at the camera resolution you supplied. Then the grooming notes connect those observations to choices about brows, hair, beard, lip, and frame.

Lighting alone can shift any face rating by a meaningful amount. Direct overhead flash flattens the mid-face. Warm tungsten light at dusk softens skin texture beyond what a daylight read would. A held expression around the mouth tightens the lower face. The Beauty Report tries to call these out when it can see them in the image, and the result is framed as a read of this photo rather than a verdict on your face.

It's honest, not unkind. The report is built to give a clear answer to people who want one and to do it without the cruelty that the looksmaxxing scoring culture has normalised. If a photo isn't reading well, you'll be told why and what kind of photo would read better.

Front-facing, both ears visible, hair off the forehead, eyes open, mouth relaxed. Soft daylight from a window beats overhead bulbs and beats phone flash by a wide margin. Skip the filter and the heavy makeup if you can: the report can describe what the filter is doing, but the underlying read is more accurate without one.

Phone selfies in portrait mode work. So do photographs taken by someone else from about a metre away. The single biggest improvement most people can make is moving the light source closer to the face and turning it slightly off-axis instead of using direct flash.