Face Form Finder · output check

Face Analyzer

Read the output before you compare the result.

A face-analyzer number is comparable only when the requested output, photo conditions, and stated scale match.comparable = same requested output × matched capture × stated scale

If any factor is 0, keep the number as a product-specific result rather than converting or averaging it.

Same image, different numbers

One generated, non-identifiable front-view reference image was run on 28 September 2026. The two results below came from named runs on the same file. They are different outputs, not competing scores.

Recorded numeric field	Lookmax Analyzer	Face Shape Detector
Displayed result	86	92
Displayed scale ceiling	100	100
Run order on the same file	1	2

Decision: 86/100 is a face-score preview; 92/100 is a diamond-classification confidence. A matching denominator does not make distinct outputs interchangeable. Keep them in separate rows unless both tools answer the same requested question.

Four cards show a measurement, classification, score, and recommendation as separate face analyzer outputs

Watch the output check

Prefer YouTube? Watch the face analyzer output check.

Make an output ledger before you read the headline score

Measured: a stated distance, angle, ratio, landmark position, or visible photo feature. Do not substitute a broad score or a style suggestion.

Classified: a named group, such as a face-shape label or feature category. Do not treat it as a measurement unless the tool shows the rule that made the label.

Scored: a product’s summary number or rating. It does not prove that every component of the report changed.

Recommended: an action, style direction, crop, or editing suggestion. It is not evidence that the underlying measurement is correct.

When two results can be compared

First match the requested output. A face-shape label and a symmetry percentage are not competing answers. Then match the photo conditions: camera distance, camera height, face angle, expression, crop, visible hair or glasses, light, and filters. Finally check whether the two products describe comparable methods. A shared number or label is not enough on its own.

Three-part decision.
Same output, matched capture: repeat the test and compare the stated result. Different output or changed capture: keep both results in separate ledger rows. One result is unnamed or unsupported: retain the boundary rather than converting it into a score.

Do not let an aggregate score answer a narrower question

An overall score can move while leaving you unable to tell which reading moved. Unless a report exposes the changed component, the score change is not an explanation. It also cannot turn a recommendation into a measurement. Choose the narrowest output that actually answers your question and read it on its own line.

Use “not scored” as information

A result that says a photo cannot support a particular reading has drawn a boundary around the evidence available in that capture. Keep that boundary. Do not fill it with a nearby category, a combined score, or a conclusion from another product.

Stop condition. If the output type is not named, the photo conditions do not match, or the method does not make the two results comparable, stop at “product-specific result.” Do not average labels, rank yourself, infer health or identity, or make a paid styling decision from the pair.

Questions

Why did my face analyzer score change?

First check whether it was the same output on matched photos. A score change by itself does not identify which measurement, category, or recommendation changed.

Can I compare two face analyzer results?

Only when they answer the same kind of question from matched capture conditions and expose compatible methods. Otherwise each result belongs to the product that produced it.

For left-right balance rather than an aggregate output, use the face symmetry test. For a named outline, use the face shape chart.