areum is an aesthetics research lab using statistical modeling to understand how people perceive beauty.
areum is an aesthetics research lab using statistical modeling to understand how people perceive beauty.
areum is an aesthetics research lab using statistical modeling to understand how people perceive beauty.
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How it works
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How it works
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Upload a picture of your face, and get a statistically grounded rating.
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The Model
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The Model
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The Model
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Millions of votes from people like you train our in-house classification model.
Choose between one of two random faces
Humans are much better at picking between two faces than rating a single face.
We take your vote, along with millions of others, and use it to train our in-house classification model, with demographic breakdowns.
Individuals compare faces
Humans are more accurate at comparing two things than assigning absolute ratings. The most reliable rankings come from pairwise comparisons.”
Aggregated Judgment
Each individual comparison contributes only a small piece of information, but millions of pairwise votes combine into a highly stable global ranking. The collective consistency of human judgment makes the model statistically robust.
Continuous Learning
Every new vote refines the algorithm’s understanding of aesthetic perception. As more people compare faces, the model continuously recalibrates its parameters, improving accuracy and reducing cultural bias over time.
We take your vote, along with millions of others, and use it to train our in-house classification model, with demographic breakdowns.
Choose between one of two random faces
Humans are much better at picking between two faces than rating a single face.
We take your vote, along with millions of others, and use it to train our in-house classification model, with demographic breakdowns.
Individuals compare faces
Humans are more accurate at comparing two things than assigning absolute ratings. The most reliable rankings come from pairwise comparisons.”
Aggregated Judgment
Each individual comparison contributes only a small piece of information, but millions of pairwise votes combine into a highly stable global ranking. The collective consistency of human judgment makes the model statistically robust.
Continuous Learning
Every new vote refines the algorithm’s understanding of aesthetic perception. As more people compare faces, the model continuously recalibrates its parameters, improving accuracy and reducing cultural bias over time.
We take your vote, along with millions of others, and use it to train our in-house classification model, with demographic breakdowns.
Choose between one of two random faces
Humans are much better at picking between two faces than rating a single face.
We take your vote, along with millions of others, and use it to train our in-house classification model, with demographic breakdowns.
Individuals compare faces
Humans are more accurate at comparing two things than assigning absolute ratings. The most reliable rankings come from pairwise comparisons.”
Aggregated Judgment
Each individual comparison contributes only a small piece of information, but millions of pairwise votes combine into a highly stable global ranking. The collective consistency of human judgment makes the model statistically robust.
Continuous Learning
Every new vote refines the algorithm’s understanding of aesthetic perception. As more people compare faces, the model continuously recalibrates its parameters, improving accuracy and reducing cultural bias over time.
We take your vote, along with millions of others, and use it to train our in-house classification model, with demographic breakdowns.
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The Science
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The Science
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The Science
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What We Offer
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What We Offer
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What We Offer
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Overall Rating
1
Your overall facial rating is generated from a mathematical model trained on millions of real human votes. It calculates both your percentile ranking and standard deviation score, showing how your facial features compare statistically across a large global dataset.
Demographic Breakdowns
2
Our model also estimates how your face is perceived across different demographic groups. Using data from millions of ratings, it identifies how members of various ethnic, age, and gendered audiences tend to evaluate your features, offering a grounded, data‑driven view of aesthetic perception.
Overall Rating
Your overall facial rating is generated from a mathematical model trained on millions of real human votes. It calculates both your percentile ranking and standard deviation score, showing how your facial features compare statistically across a large global dataset.
Demographic Breakdowns
Our model also estimates how your face is perceived across different demographic groups. Using data from millions of ratings, it identifies how members of various ethnic, age, and gendered audiences tend to evaluate your features, offering a grounded, data‑driven view of aesthetic perception.
Overall Rating
Your overall facial rating is generated from a mathematical model trained on millions of real human votes. It calculates both your percentile ranking and standard deviation score, showing how your facial features compare statistically across a large global dataset.
Demographic Breakdowns
Our model also estimates how your face is perceived across different demographic groups. Using data from millions of ratings, it identifies how members of various ethnic, age, and gendered audiences tend to evaluate your features, offering a grounded, data‑driven view of aesthetic perception.
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Reviews
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Reviews
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Reviews
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Thousands of users love Areum
4.5/5
"I didn’t expect something so analytical to feel this personal. The percentile score and breakdowns were surprisingly accurate and easy to understand."
Emma V.
4.8/5
"The interface is clean, the insights are deep, and the results made me rethink how beauty can be measured scientifically"
Julian M.
5/5
"It’s rare to see machine learning explained this clearly. The demographic breakdowns were eye‑opening and grounded in real data."
Sofia L.
4.5/5
"I uploaded my photo out of curiosity and was very very surprised with the rigor of the results."
Markus R.
5/5
"Areum feels like science fiction that actually works. It's a little unnerving seeing the real numbers."
Talia Y.
4.5/5
"I didn’t expect something so analytical to feel this personal. The percentile score and breakdowns were surprisingly accurate and easy to understand."
Emma V.
4.8/5
"The interface is clean, the insights are deep, and the results made me rethink how beauty can be measured scientifically"
Julian M.
5/5
"It’s rare to see machine learning explained this clearly. The demographic breakdowns were eye‑opening and grounded in real data."
Sofia L.
4.5/5
"I uploaded my photo out of curiosity and was very very surprised with the rigor of the results."
Markus R.
5/5
"Areum feels like science fiction that actually works. It's a little unnerving seeing the real numbers."
Talia Y.
4.5/5
"I didn’t expect something so analytical to feel this personal. The percentile score and breakdowns were surprisingly accurate and easy to understand."
Emma V.
4.8/5
"The interface is clean, the insights are deep, and the results made me rethink how beauty can be measured scientifically"
Julian M.
5/5
"It’s rare to see machine learning explained this clearly. The demographic breakdowns were eye‑opening and grounded in real data."
Sofia L.
4.5/5
"I uploaded my photo out of curiosity and was very very surprised with the rigor of the results."
Markus R.
5/5
"Areum feels like science fiction that actually works. It's a little unnerving seeing the real numbers."
Talia Y.
4.5/5
"I didn’t expect something so analytical to feel this personal. The percentile score and breakdowns were surprisingly accurate and easy to understand."
Emma V.
4.8/5
"The interface is clean, the insights are deep, and the results made me rethink how beauty can be measured scientifically"
Julian M.
5/5
"It’s rare to see machine learning explained this clearly. The demographic breakdowns were eye‑opening and grounded in real data."
Sofia L.
4.5/5
"I uploaded my photo out of curiosity and was very very surprised with the rigor of the results."
Markus R.
5/5
"Areum feels like science fiction that actually works. It's a little unnerving seeing the real numbers."
Talia Y.
4.5/5
"I didn’t expect something so analytical to feel this personal. The percentile score and breakdowns were surprisingly accurate and easy to understand."
Emma V.
4.8/5
"The interface is clean, the insights are deep, and the results made me rethink how beauty can be measured scientifically"
Julian M.
5/5
"It’s rare to see machine learning explained this clearly. The demographic breakdowns were eye‑opening and grounded in real data."
Sofia L.
4.5/5
"I uploaded my photo out of curiosity and was very very surprised with the rigor of the results."
Markus R.
5/5
"Areum feels like science fiction that actually works. It's a little unnerving seeing the real numbers."
Talia Y.
4.5/5
"I didn’t expect something so analytical to feel this personal. The percentile score and breakdowns were surprisingly accurate and easy to understand."
Emma V.
4.8/5
"The interface is clean, the insights are deep, and the results made me rethink how beauty can be measured scientifically"
Julian M.
5/5
"It’s rare to see machine learning explained this clearly. The demographic breakdowns were eye‑opening and grounded in real data."
Sofia L.
4.5/5
"I uploaded my photo out of curiosity and was very very surprised with the rigor of the results."
Markus R.
5/5
"Areum feels like science fiction that actually works. It's a little unnerving seeing the real numbers."
Talia Y.
4.5/5
"I didn’t expect something so analytical to feel this personal. The percentile score and breakdowns were surprisingly accurate and easy to understand."
Emma V.
4.8/5
"The interface is clean, the insights are deep, and the results made me rethink how beauty can be measured scientifically"
Julian M.
5/5
"It’s rare to see machine learning explained this clearly. The demographic breakdowns were eye‑opening and grounded in real data."
Sofia L.
4.5/5
"I uploaded my photo out of curiosity and was very very surprised with the rigor of the results."
Markus R.
5/5
"Areum feels like science fiction that actually works. It's a little unnerving seeing the real numbers."
Talia Y.
4.5/5
"I didn’t expect something so analytical to feel this personal. The percentile score and breakdowns were surprisingly accurate and easy to understand."
Emma V.
4.8/5
"The interface is clean, the insights are deep, and the results made me rethink how beauty can be measured scientifically"
Julian M.
5/5
"It’s rare to see machine learning explained this clearly. The demographic breakdowns were eye‑opening and grounded in real data."
Sofia L.
4.5/5
"I uploaded my photo out of curiosity and was very very surprised with the rigor of the results."
Markus R.
5/5
"Areum feels like science fiction that actually works. It's a little unnerving seeing the real numbers."
Talia Y.
4.5/5
"I didn’t expect something so analytical to feel this personal. The percentile score and breakdowns were surprisingly accurate and easy to understand."
Emma V.
4.8/5
"The interface is clean, the insights are deep, and the results made me rethink how beauty can be measured scientifically"
Julian M.
5/5
"It’s rare to see machine learning explained this clearly. The demographic breakdowns were eye‑opening and grounded in real data."
Sofia L.
4.5/5
"I uploaded my photo out of curiosity and was very very surprised with the rigor of the results."
Markus R.
5/5
"Areum feels like science fiction that actually works. It's a little unnerving seeing the real numbers."
Talia Y.
4.5/5
"I didn’t expect something so analytical to feel this personal. The percentile score and breakdowns were surprisingly accurate and easy to understand."
Emma V.
4.8/5
"The interface is clean, the insights are deep, and the results made me rethink how beauty can be measured scientifically"
Julian M.
5/5
"It’s rare to see machine learning explained this clearly. The demographic breakdowns were eye‑opening and grounded in real data."
Sofia L.
4.5/5
"I uploaded my photo out of curiosity and was very very surprised with the rigor of the results."
Markus R.
5/5
"Areum feels like science fiction that actually works. It's a little unnerving seeing the real numbers."
Talia Y.
4.5/5
"I didn’t expect something so analytical to feel this personal. The percentile score and breakdowns were surprisingly accurate and easy to understand."
Emma V.
4.8/5
"The interface is clean, the insights are deep, and the results made me rethink how beauty can be measured scientifically"
Julian M.
5/5
"It’s rare to see machine learning explained this clearly. The demographic breakdowns were eye‑opening and grounded in real data."
Sofia L.
4.5/5
"I uploaded my photo out of curiosity and was very very surprised with the rigor of the results."
Markus R.
5/5
"Areum feels like science fiction that actually works. It's a little unnerving seeing the real numbers."
Talia Y.
4.5/5
"I didn’t expect something so analytical to feel this personal. The percentile score and breakdowns were surprisingly accurate and easy to understand."
Emma V.
4.8/5
"The interface is clean, the insights are deep, and the results made me rethink how beauty can be measured scientifically"
Julian M.
5/5
"It’s rare to see machine learning explained this clearly. The demographic breakdowns were eye‑opening and grounded in real data."
Sofia L.
4.5/5
"I uploaded my photo out of curiosity and was very very surprised with the rigor of the results."
Markus R.
5/5
"Areum feels like science fiction that actually works. It's a little unnerving seeing the real numbers."
Talia Y.
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FAQs
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FAQs
(05)
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FAQs
(05)
Have any questions?
Answers to common questions about Areum Labs, the ratings we offer, and how you can navigate them.
Areum’s model is trained on millions of real human votes on AI-generated faces. It uses statistical analysis and machine learning to compare facial features across a large dataset, producing both a percentile ranking and a standard deviation score.
Breakdowns are our model's prediction of howyour face is perceived by different demographic groups, based on aggregated voting patterns on our dataset of AI-generated faces.
No. Uploaded images are processed securely and are accessible only by you. Your photos are not used to the train the model. The model is solely trained on votes on AI-generated faces.
Our model’s predictions correlate strongly with large‑scale human voting patterns, but individual subjection is still subjective.
Yes. You can upload new photos anytime to see how lighting, expression, or hairstyle affect your results.
Yes. The dataset includes ratings across diverse groups to ensure fairness and representation, though we continue improving balance as new data comes in.
Areum is an aesthetics research lab exploring how people perceive beauty through data. Our goal is to make aesthetic perception measurable, transparent, and open for scientific study.
Areum’s model is trained on millions of real human votes on AI-generated faces. It uses statistical analysis and machine learning to compare facial features across a large dataset, producing both a percentile ranking and a standard deviation score.
Breakdowns are our model's prediction of howyour face is perceived by different demographic groups, based on aggregated voting patterns on our dataset of AI-generated faces.
No. Uploaded images are processed securely and are accessible only by you. Your photos are not used to the train the model. The model is solely trained on votes on AI-generated faces.
Our model’s predictions correlate strongly with large‑scale human voting patterns, but individual subjection is still subjective.
Yes. You can upload new photos anytime to see how lighting, expression, or hairstyle affect your results.
Yes. The dataset includes ratings across diverse groups to ensure fairness and representation, though we continue improving balance as new data comes in.
Areum is an aesthetics research lab exploring how people perceive beauty through data. Our goal is to make aesthetic perception measurable, transparent, and open for scientific study.
Areum’s model is trained on millions of real human votes on AI-generated faces. It uses statistical analysis and machine learning to compare facial features across a large dataset, producing both a percentile ranking and a standard deviation score.
Breakdowns are our model's prediction of howyour face is perceived by different demographic groups, based on aggregated voting patterns on our dataset of AI-generated faces.
No. Uploaded images are processed securely and are accessible only by you. Your photos are not used to the train the model. The model is solely trained on votes on AI-generated faces.
Our model’s predictions correlate strongly with large‑scale human voting patterns, but individual subjection is still subjective.
Yes. You can upload new photos anytime to see how lighting, expression, or hairstyle affect your results.
Yes. The dataset includes ratings across diverse groups to ensure fairness and representation, though we continue improving balance as new data comes in.
Areum is an aesthetics research lab exploring how people perceive beauty through data. Our goal is to make aesthetic perception measurable, transparent, and open for scientific study.