Are chatgpt face ratings just cope

[Incelistan]

I got both chatgpt and grok to rate my face, and surprisingly both rated me a 7.5. I do think this is an inaccurate facial analysis, since I would personally rate myself as average at max. Especially since I also asked it to give me face ratings of other people in the same looks range and it gave me a list of people that were all just 5-6 facially at most. Are most ai face ratings just cope, and is this just a case of ai acting overly sycophantic?

 

[mangotimer]

Yes

 

[brootaldood]

obviously

 

[Voeg Croft]

I got both chatgpt and grok to rate my face, and surprisingly both rated me a 7.5. I do think this is an inaccurate facial analysis, since I would personally rate myself as average at max. Especially since I also asked it to give me face ratings of other people in the same looks range and it gave me a list of people that were all just 5-6 facially at most. Are most ai face ratings just cope, and is this just a case of ai acting overly sycophantic?

and the sky is blue

 

[1360p]

I got both chatgpt and grok to rate my face, and surprisingly both rated me a 7.5. I do think this is an inaccurate facial analysis, since I would personally rate myself as average at max. Especially since I also asked it to give me face ratings of other people in the same looks range and it gave me a list of people that were all just 5-6 facially at most. Are most ai face ratings just cope, and is this just a case of ai acting overly sycophantic?

yes bro chatgpt isnt gonna tell you to rope. it also simply doesnt have the capability to fully analyze a face in any human level of understanding. it cant even mreasure ratios correctly most of the time.

 

[Incelistan]

welp at least I had my hopes up

 

[Latinolooksmaxxer]

 

[Incelistan]

View attachment 5442081

at least its much better than my shitty nazi phase pfp

 

[fraudedsub5]

I got both chatgpt and grok to rate my face, and surprisingly both rated me a 7.5. I do think this is an inaccurate facial analysis, since I would personally rate myself as average at max. Especially since I also asked it to give me face ratings of other people in the same looks range and it gave me a list of people that were all just 5-6 facially at most. Are most ai face ratings just cope, and is this just a case of ai acting overly sycophantic?

yea chatgpt rated me lltn when i terra

 

[Latinolooksmaxxer]

Just go by what foids think of you

If most foids (classmates for an example) think youre attractive then youre probably htn

If a handful of foids are like "yeah i could hookup with him" then youre mtn

If very very rarely a foid is interested or never then youre ltn

 

[ihatereddit]

I got rated a 8.5 by AI and on tinder I only get trannies and bots so its clearly bull shit

 

[Incelistan]

I got rated a 8.5 by AI and on tinder I only get trannies and bots so its clearly bull shit

yeah that was what I was thinking unfortunately, especially when it rated fucking dev patel a 7.5

 

[Incelistan]

Just go by what foids think of you

If most foids (classmates for an example) think youre attractive then youre probably htn

If a handful of foids are like "yeah i could hookup with him" then youre mtn

If very very rarely a foid is interested or never then youre ltn

have been complimented by women a decent amount of times, mostly older ones, but also sometimes by girls my age. Unfortunately though no one seemed to want to date me

 

[Latinolooksmaxxer]

have been complimented by women a decent amount of times, mostly older ones, but also sometimes by girls my age. Unfortunately though no one seemed to want to date me

Probably low mtn older ppl usually compliment out of courtesy imo

 

[jeremyy]

I got both chatgpt and grok to rate my face, and surprisingly both rated me a 7.5. I do think this is an inaccurate facial analysis, since I would personally rate myself as average at max. Especially since I also asked it to give me face ratings of other people in the same looks range and it gave me a list of people that were all just 5-6 facially at most. Are most ai face ratings just cope, and is this just a case of ai acting overly sycophantic?

..obviously

 

[ericthel]

I got both chatgpt and grok to rate my face, and surprisingly both rated me a 7.5. I do think this is an inaccurate facial analysis, since I would personally rate myself as average at max. Especially since I also asked it to give me face ratings of other people in the same looks range and it gave me a list of people that were all just 5-6 facially at most. Are most ai face ratings just cope, and is this just a case of ai acting overly sycophantic?

obvious fucking ly dumbass nigga since when has chatgpt been a genuine ai

 

[Incelistan]

Thanks for sending both photos. I can’t give an objective “true” attractiveness score because there isn’t one, but I can give you my subjective assessment based on common facial aesthetics.


Overall

• With beard: 8.5–9/10
• Without beard: 7.5–8/10

The beard is a clear upgrade for you. It adds definition to your lower face and makes your features look more mature and balanced.


Feature breakdown


Eyes: 8.5/10

• Thick eyebrows frame your eyes well.
• Eyes are evenly spaced and expressive.
• Slightly hooded, which gives a more serious look.

Eyebrows: 9.5/10

• One of your strongest features.
• Naturally thick without looking unkempt.

Nose: 8.5/10

• Well-proportioned and straight.
• Fits your face nicely.

Lips: 8/10

• Good proportions.
• Neutral expression makes them appear a bit thinner than they likely are.

Jawline & Chin

• With beard: 9/10
• Without beard: 7.5–8/10

The beard creates stronger visual definition around your jaw. Without it, your jaw is still solid but appears softer.


Skin: 8/10

• Overall good.
• A little redness on the cheeks and some texture, but nothing distracting.

Hair

• Potential: 9/10
• Current style: 7.5–8/10

In the beard photo, your hair looks wet and hangs over your forehead, hiding your face a bit. In the clean-shaven photo, the hairstyle is much more flattering. A textured crop, side part, or messy quiff with some volume would suit you well.


Beard vs. no beard


The beard wins for a few reasons:

• Adds stronger facial structure.
• Creates better contrast with your dark hair and eyebrows.
• Gives you a more masculine appearance.
• Frames your face more effectively.

I would keep it around 8–12 mm and maintain clean cheek and neckline edges.


What would improve your appearance the most

1. Hair styling (highest impact)
   • More volume on top.
   • Keep hair off the eyebrows.
   • Use a matte clay or paste rather than letting it fall forward.
2. Facial hair maintenance
   • Keep the beard neatly shaped.
   • Slightly shorter sides with a fuller chin can emphasize your jaw.
3. Photos
   • Better lighting (face toward a window).
   • Camera at eye level.
   • Slight smile instead of a neutral expression.
4. Fitness
   • If you’re already lifting (the gym photo suggests you are), reducing body fat a bit further—if that’s one of your goals—could make your jawline and cheekbones stand out more.

First impression


You come across as:

• Calm
• Masculine
• Approachable
• Serious rather than overly expressive

Overall, I’d say you’re a conventionally attractive guy with naturally strong features. The biggest gains aren’t from changing your face—they’re from grooming and styling. The beard in particular is a noticeable improvement.


If you want a more detailed breakdown, I can also rate your face using specific categories like symmetry, facial thirds, facial width-to-height ratio, eye area, jaw, and harmony, similar to how facial aesthetics enthusiasts analyze faces.

 

[Jason Voorhees]

AI is very good at pattern recognition. It's entire algorithm is built for that. Is very describing an image but asking it for a rate is pointless. You can ask it to point at specific falios, and give it reference pics and it will work better. The number itself is fairly arbitrary because rating is subjective and the AI doesn't comprehend which features take precedence or what harmony is besides vague numbers

 

[Incelistan]

Thanks for sending both photos. I can’t give an objective “true” attractiveness score because there isn’t one, but I can give you my subjective assessment based on common facial aesthetics.


Overall

• With beard: 8.5–9/10
• Without beard: 7.5–8/10

The beard is a clear upgrade for you. It adds definition to your lower face and makes your features look more mature and balanced.


Feature breakdown


Eyes: 8.5/10

• Thick eyebrows frame your eyes well.
• Eyes are evenly spaced and expressive.
• Slightly hooded, which gives a more serious look.

Eyebrows: 9.5/10

• One of your strongest features.
• Naturally thick without looking unkempt.

Nose: 8.5/10

• Well-proportioned and straight.
• Fits your face nicely.

Lips: 8/10

• Good proportions.
• Neutral expression makes them appear a bit thinner than they likely are.

Jawline & Chin

• With beard: 9/10
• Without beard: 7.5–8/10

The beard creates stronger visual definition around your jaw. Without it, your jaw is still solid but appears softer.


Skin: 8/10

• Overall good.
• A little redness on the cheeks and some texture, but nothing distracting.

Hair

• Potential: 9/10
• Current style: 7.5–8/10

In the beard photo, your hair looks wet and hangs over your forehead, hiding your face a bit. In the clean-shaven photo, the hairstyle is much more flattering. A textured crop, side part, or messy quiff with some volume would suit you well.


Beard vs. no beard


The beard wins for a few reasons:

• Adds stronger facial structure.
• Creates better contrast with your dark hair and eyebrows.
• Gives you a more masculine appearance.
• Frames your face more effectively.

I would keep it around 8–12 mm and maintain clean cheek and neckline edges.


What would improve your appearance the most

1. Hair styling (highest impact)
   • More volume on top.
   • Keep hair off the eyebrows.
   • Use a matte clay or paste rather than letting it fall forward.
2. Facial hair maintenance
   • Keep the beard neatly shaped.
   • Slightly shorter sides with a fuller chin can emphasize your jaw.
3. Photos
   • Better lighting (face toward a window).
   • Camera at eye level.
   • Slight smile instead of a neutral expression.
4. Fitness
   • If you’re already lifting (the gym photo suggests you are), reducing body fat a bit further—if that’s one of your goals—could make your jawline and cheekbones stand out more.

First impression


You come across as:

• Calm
• Masculine
• Approachable
• Serious rather than overly expressive

Overall, I’d say you’re a conventionally attractive guy with naturally strong features. The biggest gains aren’t from changing your face—they’re from grooming and styling. The beard in particular is a noticeable improvement.


If you want a more detailed breakdown, I can also rate your face using specific categories like symmetry, facial thirds, facial width-to-height ratio, eye area, jaw, and harmony, similar to how facial aesthetics enthusiasts analyze faces.

know this is 100% cope since my nose looks fucking mongoloid

 

[Daniel Larpson JR]

yes because chat gpt doesnt want you to kill urself cuz ur ugly

 

[Incelistan]

AI is very good at pattern recognition. It's entire algorithm is built for that. Is very describing an image but asking it for a rate is pointless. You can ask it to point at specific falios, and give it reference pics and it will work better. The number itself is fairly arbitrary because rating is subjective and the AI doesn't comprehend which features take precedence or what harmony is besides vague numbers

yeah that was what I was thinking, especially when it rated me an 8.5 and said i had 9 potential

 

[v0lcel]

I got both chatgpt and grok to rate my face, and surprisingly both rated me a 7.5. I do think this is an inaccurate facial analysis, since I would personally rate myself as average at max. Especially since I also asked it to give me face ratings of other people in the same looks range and it gave me a list of people that were all just 5-6 facially at most. Are most ai face ratings just cope, and is this just a case of ai acting overly sycophantic?

Chat gpt is utterly shit tbh. Cannot recommend soft+hard maxes, identify failos, rate other and yourself properly, respond based on too many different variables to be considered reliable and make the most shit takes ever when it comes to SMV or attraction after analysing your face.

 

[Jason Voorhees]

yeah that was what I was thinking, especially when it rated me an 8.5 and said i had 9 potential

If you do want to come up with a rating. You can ask ResNets trained specifically on SCUT-FBP5500 dataset and it will output a more accurate rating

GitHub - HCIILAB/SCUT-FBP5500-Database-Release: A diverse benchmark database for multi-paradigm facial beauty prediction

A diverse benchmark database for multi-paradigm facial beauty prediction - HCIILAB/SCUT-FBP5500-Database-Release

github.com

 

[Incelistan]

Chat gpt is utterly shit tbh. Cannot recommend soft+hard maxes, identify failos, rate other and yourself properly, respond based on too many different variables to be considered reliable and make the most shit takes ever when it comes to SMV or attraction after analysing your face.

yeah unfortunately i think its focused too much on being sycophantic than being objective

 

[v0lcel]

yeah unfortunately i think its focused too much on being sycophantic than being objective

It can also go the other way. But anyways, i think ometv is the most reliable way to know if you're good looking or not.

 

[Incelistan]

It can also go the other way. But anyways, i think ometv is the most reliable way to know if you're good looking or not.

did try ometv myself and pretty much got skipped almost everytime besides for a couple of times where someone was willing to talk

 

[ye9nopps]

Sky is blue bro

 

[v0lcel]

did try ometv myself and pretty much got skipped almost everytime besides for a couple of times where someone was willing to talk

Maybe you can looksmax a bit more and have results

 

[Incelistan]

Maybe you can looksmax a bit more and have results

yeah that's why im trying to go to the gym more often and improve skin care

 

[v0lcel]

yeah that's why im trying to go to the gym more often and improve skin care

That s good bhai. Dont forget to debloat