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Best analysis software?

VGr

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I’m looking for the most objective facial analysis website/ software. I’ve heard of the face iq one but I’m not sure if that’s optimal. I don’t mind spending some money.
 
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I’m looking for the most objective facial analysis website/ software. I’ve heard of the face iq one but I’m not sure if that’s optimal. I don’t mind spending some money.
Ascension App
 
I’m looking for the most objective facial analysis website/ software. I’ve heard of the face iq one but I’m not sure if that’s optimal. I don’t mind spending some money.
Pink mirror
 
I’m looking for the most objective facial analysis website/ software. I’ve heard of the face iq one but I’m not sure if that’s optimal. I don’t mind spending some money.
Put your photo on photofeeler, real people will rate you on a scale of 10.
 
Tbh if you are used to looking at beautiful people or close-to-ideal faces you will also can rate yourself objectively because your eyes are trained to observe beauty, you will find something "off" immediately just by looking at it.

So is your face, just look at your face and be objective, find the off features first and evaluate your bones, harmony, dimorphism, ratio, miscellaneous,... whats lack, whats okay.
 
I know a site that does a bunch of different tests that you may find useful. https://realsmile.online/looksmaxxing-test, this is a test of different facial features. They also have a photo ranker, smile analysis, golden ratio and a bunch of guides and blogs on self improvement
 
I’m looking for the most objective facial analysis website/ software. I’ve heard of the face iq one but I’m not sure if that’s optimal. I don’t mind spending some money.
“Most objective” is a bit tricky here, because facial analysis tools vary a lot depending on what you mean by objective — symmetry scoring, aesthetic rating, anthropometrics, or more ML-based “attractiveness” models.

A lot of the consumer-facing ones (including Face IQ-style tools) tend to be more entertainment-oriented than truly clinical or scientifically validated. They can give consistent outputs, but that doesn’t necessarily mean they’re measuring anything universally meaningful.

If you’re looking for something closer to actual analysis rather than just scoring, you’d usually be looking at tools based on facial landmark detection (things like proportions, symmetry ratios, golden ratio comparisons, etc.). Even then, the “objectivity” comes from the measurement method, not the interpretation — different models can still weight features very differently.

Also worth keeping in mind that datasets used to train aesthetic models often carry cultural and sampling bias, so two “accurate” systems can disagree quite a bit while both being internally consistent.
 
I’m looking for the most objective facial analysis website/ software. I’ve heard of the face iq one but I’m not sure if that’s optimal. I don’t mind spending some money.
The best way to get your analysis is to go outside and see how you are treated
 
I’m looking for the most objective facial analysis website/ software. I’ve heard of the face iq one but I’m not sure if that’s optimal. I don’t mind spending some money.
There are some options of types you could use, I prefer peer voting because it’s the closest to what you actually want to know.

I use photo feeler for it
 

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