Method · 12 minutes

How to Check Whether AI Preserved Facial Identity

A vague impression that the result “looks similar” is not enough. This method breaks identity into stable facial traits, checks them at several viewing sizes and produces a repeatable assessment for avatars, business portraits and stylized images.

18 August 20267 control zones3 verification levelsRepeatable assessment
One subject shown across three editing levels, from faithful identity preservation to excessive stylization
A style can change substantially while the face remains recognizable. Evaluate facial geometry and the relative position of stable features rather than color or makeup.
The short answer

Recognition is based on the relationship between traits, not one detail.

The AI can save the eyes and still change a person: make a jaw, raise eyebrows and shorten the distance between the nose and lips, so the face is judged as a system of proportions rather than a set of individual beautiful details.

7areas are sufficient for quick inspection
3scale: general, face, details
0–2Each zone receives a score.
01

Seven Zones That Shape Recognition

Context of the face

Breadth of cheekbones, shape of the chin and ratio of upper and lower parts.

Eyes.

Distance, tilt, landing and differences between left and right eye.

Eyebrows

Arc height, thickness and distance to the eyes.

nose

Back length, wing width and tip position.

mouth

The width, contour of the upper lip and distance to the nose.

Ears and hairline

Often forgotten but steady landmarks in profile and three quarters.

Characteristic asymmetry

A mole, different height of corners of the lips or eyelids makes a face specific.

02

Matrix instead of feeling "similar - not similar"

Each zone is given 2 points if the shape and position are maintained; 1 if there's a slight change; 0 if it changes. The sum does not replace human decision, but it doesn't give good light or beautiful stylization to hide face replacement.

OutcomeInterpretingDecision
12–14sustainablyThe face is recognizable on a working scale
9–11check outCompare profile and close-up
0–8rearrangeReduce the strength of stylization or enhance preservation
03

What is allowed to change in different tasks

In business photography, light, background, color and easy retouching are acceptable, but new facial geometry is almost impossible. The comic strip changes texture, contour and proportions of details, however, the key relationships must be preserved: eye incision, jaw shape, hairline and characteristic asymmetries.

Retouch

Keeping geometry; changing skin, light and minor temporary defects.

Avatar

You can improve the angle and background, but the face should be recognized in a small circle.

Styling

The image material changes, but the reference proportions remain.

Character

More freedom is allowed if the user asks for an image rather than an exact copy.

04

Three Things That Deceive Your Assessment

Hair and color. They make a first impression, but they change easily. Cover your hair with your hand and compare the internal geometry of your face. Emotion. A smile changes the cheeks and eyes; compare neutral zones, such as nose, contour and distance. Beautiful light. It makes the result more attractive, but does not return the lost shape of the chin.

05

One minute check.

  1. Reduce the frame first.Does a person recognize the size of an avatar without prompting?
  2. Put the source next to it.Don't rely on facial memory.
  3. Go through seven zones.Appreciate shape and position, not beauty.
  4. Look at the profile or three-quarters.The contour of the nose and chin shows a substitution better than frontal light.
  5. Specify a specific error in the repeated request."Give back the original jaw width," not "make it look more like."
Outcome

Similarity becomes manageable when it can be described.

Compare your face by the stable relationship between traits and formulate re-editing specifically, which reduces the risk of endless attempts to “make similar things look like.”