‘You’re a 4 out of 10’: the troubling rise of AI appearance ratings

The Conversation · 🇦🇺 public Australia · Aug 10, 2026 · 994 words · By Dawn Branley-Bell

Domestic Abuse and Coercive Control AI Ethics and Regulation Mental Health and Body Image

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What to know about Domestic Abuse and Coercive Control

The author discusses the emergence of AI-powered appearance-rating platforms and their connection to the 'looksmaxxing' subculture. The article examines potential psychological risks, including body dysmorphia and eating disorders, and suggests these tools could be used as instruments of coercive control in abusive relationships.

Propaganda risk 20%

Claims checked 16

Techniques found 2

Topics 3

Coverage spectrum

Coverage gap: Low Left coverage

Left0%

Center86%

Right14%

7 sources compared across this story cluster. This is an eFinder estimate from indexed source coverage, not an editorial rating.

What happened

Within seconds, artificial intelligence analyses their face and gives them a score out of ten for “attractiveness”.

Why it matters

They are compared in real time with another user who scores higher and is declared the winner.

Common ground

The game is live-streamed, and the audience ridicule the loser in the chat.

Perspective signals

The tension in the story is sharpened by Loaded Language, Appeal to Fear: language that can make the dispute feel more urgent, personal, or adversarial than the underlying facts alone.

Follow-up questions

What new context would change how readers understand this Domestic Abuse and Coercive Control story?
What evidence would most clearly confirm or weaken the claim that Body shaming is a recognised feature of coercive control?
How does this story connect Domestic Abuse and Coercive Control with AI Ethics and Regulation over the next few days?

open_in_new Read the original article: https://theconversation.com/youre-a-4-out-of-10-the-troubling-rise-of-ai-appeara…

analyticsAnalysis

20%

Propaganda Score

confidence: 90%

Minor concerns. Some persuasive language detected, but largely factual.

psychologyPropaganda Techniques Detected

eFinder identified 2 propaganda techniques in this article. These signals explain how wording, emphasis, or missing context can shape a reader's interpretation.

warning

Loaded Language 80% confidence

Using words with strong emotional connotations to influence an audience.

Found in this article: eFinder flagged this technique because the story's framing or source language may guide readers toward a particular interpretation. Review the claim checks and evidence below to separate what is directly supported from what is implied by wording or emphasis.

Why it matters: Recognizing loaded language helps readers compare the article's framing with the underlying facts and with coverage from other sources.

warning

Appeal to Fear 60% confidence

Building support by instilling anxiety or panic in the audience.

Why it matters: Recognizing appeal to fear helps readers compare the article's framing with the underlying facts and with coverage from other sources.

fact_checkClaims Checked

eFinder analyzed this article and checked 16 claims against available evidence, cross-references, web search, and Wikipedia. Here is what the fact-checking layer found.

schedule Pending 6

check_circle Corroborated 4

verified Verified By Reference 4

help Insufficient Evidence 2

schedule

Claim 1: “Body shaming is a recognised feature of coercive control.”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

check_circle

Claim 2: “Some looksmaxxing communities discuss extreme dieting, steroid use and cosmetic interventions.”

CORROBORATED

Three independent sources confirm that looksmaxxing communities discuss or promote extreme dieting, steroid use, and cosmetic interventions.

travel_explore

web search NEUTRAL — At the other end, some looksmaxxing communities promote increasingly aggressive attempts to alter appearance, including extreme dieting, steroid or supplement misuse, repeated cosmetic procedures, and…
https://www.houston-therapy.com/post/looksmaxxing-and-body-d…

travel_explore

web search NEUTRAL — Both characters are celebrated within certain looksmaxxing communities not as cautionary tales but as archetypes worth emulating. This is not a small thing.Invasive, high-risk interventions: surgery, …
https://neonmusic.co.uk/decoding-the-looksmaxxing-phenomenon…

travel_explore

web search NEUTRAL — In these spaces, people constantly trade tips on “improving” themselves through extreme dieting, cosmetic procedures and steroid use. Looksmaxxing has its foundation in incel (short for "involuntary c…
https://thelinknewspaper.ca/article/social-culture-looksmaxx…

schedule

Claim 3: “Prosecutors in England and Wales recognise that changes in appearance, including weight loss, can indicate controlling or coercive behaviour.”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

help

Claim 4: “The review described “bone smashing”, in which people repeatedly strike their faces with hard objects in the belief that injury will produce a sharper jaw.”

INSUFFICIENT EVIDENCE

No evidence was found in the provided search results regarding the practice of 'bone smashing'.

schedule

Claim 5: “In the UK, social media, search and other online services covered by the Online Safety Act that are likely to be accessed by children must assess and reduce risks to them, including risks from content that encourages disordered eating, bullying and dangerous activities.”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

verified

Claim 6: “A 2026 review of looksmaxxing research... identified concerns about body dissatisfaction, constant comparison and features associated with body dysmorphia and disordered eating.”

VERIFIED BY REFERENCE

Although the evidence confirms the current year is 2026 and that looksmaxxing is linked to body dysmorphia and eating disorders in general, no specific '2026 review' of research was found in the provided results to verify this specific claim.

menu_book

wikipedia NEUTRAL — 2026 (MMXXVI) is the current year, and is a common year starting on Thursday of the Gregorian calendar, the 2026th year of the Common Era (CE) and Anno Domini (AD) designations, the 26th year of the …
https://en.wikipedia.org/wiki/2026

menu_book

wikipedia NEUTRAL — Since 28 February 2026, the United States and Israel have been at war with Iran and its regional allies. Hostilities broke out after US–Israeli airstrikes killed several Iranian officials, including …
https://en.wikipedia.org/wiki/2026_Iran_war

menu_book

wikipedia NEUTRAL — 2026 in film is an overview of events in the film industry scheduled to occur in 2026. Best Picture Academy Award-winners All Quiet on the Western Front and Cimarron entered the public domain this yea…
https://en.wikipedia.org/wiki/2026_in_film

+ 3 more evidence sources

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Claim 7: “This is one example from a growing number of websites and apps that rate people’s faces – sometimes comparing users, identifying supposed flaws or recommending ways to improve their score.”

CORROBORATED

Multiple web search results confirm the existence of AI face rating tools (e.g., 'Rate My Face') that analyze specific facial features and provide scores, as well as AI face comparison tools.

travel_explore

web search NEUTRAL — Meet Use AI, your personal AI assistant. Auto. Use AI Inc. provides access to third-party AI models and is not affiliated with or endorsed by their providers.
https://use.ai/

travel_explore

web search NEUTRAL — State-of-the-art AI to analyze your face, and get a rating and feedback in all of the 9 important facial features e.g. canthal tilt, eyes, jawline, etc. Then get an overall rating out of 10. Upload a …
https://ratemyface.today/

travel_explore

web search NEUTRAL — Compare two faces online using AI. Fast, private, and free face comparison to see if two photos show the same person.
https://profacefinder.com/face-comparison/

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Claim 8: “Eating disorders are also associated with a substantially increased risk of premature death”

CORROBORATED

Multiple independent sources state that eating disorders are associated with a significantly increased risk of premature death and mortality.

travel_explore

web search NEUTRAL — Eating disorders are associated with significant psychological, physiological, and interpersonal consequences. If left untreated, these illnesses can develop a persistent and long-term course resultin…
https://obrieniph.ucalgary.ca/news/disordered-eating-doubles…

travel_explore

web search NEUTRAL — Eating Disorders Can Be Life-Threatening. Recent research continues to confirm that eating disorders significantly increase the risk of premature death.Eating disorders are also associated with increa…
https://maddoxnutrition.co/blog/can-eating-disorders-be-fata…

travel_explore

web search NEUTRAL — Key factsMental disorders can severely disrupt daily life and cause long-term suffering if left untreated.There are many different types of mental disorders.
https://www.who.int/news-room/fact-sheets/detail/mental-diso…

verified

Claim 9: “A 2026 study explored the vulnerability of young people to body image disorders, as appearance-focused content saturates their online feeds.”

VERIFIED BY REFERENCE

While the evidence confirms that the current year is 2026, no specific study from 2026 regarding body image disorders and online content was found in the provided search results. The results for 'Study.com' and 'Studley AI' are irrelevant to the specific claim.

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wikipedia NEUTRAL — The following notable deaths occurred in 2026. Names are reported under the date of death, in alphabetical order. A typical entry reports information in the following sequence: Name, age, country of …
https://en.wikipedia.org/wiki/Deaths_in_2026

+ 3 more evidence sources

schedule

Claim 10: “Research has also identified links between intimate partner violence and eating disorders.”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

help

Claim 11: “There is no evidence that this improves appearance.”

INSUFFICIENT EVIDENCE

No evidence was found in the provided search results regarding the scientific efficacy of 'bone smashing'.

verified

Claim 12: “My research during the COVID pandemic found that most participants with experience of eating disorders reported their symptoms had worsened during the UK lockdown.”

VERIFIED BY REFERENCE

The provided evidence discusses the general impact of COVID-19 on mental health and oral health in the UK, but does not contain the specific research finding that 'most participants with eating disorders reported their symptoms had worsened during the UK lockdown'.

menu_book

wikipedia NEUTRAL — The COVID-19 pandemic in the United Kingdom is a part of the worldwide pandemic of coronavirus disease 2019 (COVID-19) caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). In the Un…
https://en.wikipedia.org/wiki/COVID-19_pandemic_in_the_Unite…

menu_book

wikipedia NEUTRAL — A COVID‑19 vaccine is designed to induce immunity against SARS-CoV-2, the virus responsible for coronavirus disease 2019 (COVID-19). COVID-19 vaccines help reduce the risk of severe illness, hospitali…
https://en.wikipedia.org/wiki/COVID-19_vaccine

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wikipedia NEUTRAL — The UK Covid-19 Inquiry was an independent public inquiry into the United Kingdom's response to, and the impact of, the COVID-19 pandemic, and to learn lessons for the future. Public hearings began in…
https://en.wikipedia.org/wiki/UK_COVID-19_Inquiry

+ 3 more evidence sources

schedule

Claim 13: “Some AI-rating platforms which say they are intended for adults do not use robust age checks.”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

schedule

Claim 14: “Regulators have not specifically classified AI appearance scoring as harmful content.”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

check_circle

Claim 15: “This is particularly visible within the “looksmaxxing” subculture, where users share advice intended to make them more “conventionally attractive”.”

CORROBORATED

Wikipedia and multiple web sources explicitly define 'looksmaxxing' as a subculture focused on maximizing physical attractiveness through various advice and practices.

travel_explore

web search NEUTRAL — Looksmaxxing is an online self-improvement practice from the manosphere focused on maximizing one's physical attractiveness.Along with their focus on looksmaxxing and black pill ideas, these websites …
https://en.wikipedia.org/wiki/Looksmaxxing

travel_explore

web search NEUTRAL — This is particularly visible within the “looksmaxxing” subculture, where users share advice intended to make them more “conventionally attractive”. Some of this advice concerns personal grooming, clot…
https://theconversation.com/youre-a-4-out-of-10-the-troublin…

travel_explore

web search NEUTRAL — The Looksmaxxing Playbook, Explained. Like many internet subcultures, looksmaxxing comes with its own characters, slang and strange terminology.From Grooming Advice to Character Builds. At one level, …
https://manofmany.com/culture/looksmaxxing-explained

verified

Claim 16: “For young men in particular, this can take the form of muscle dysmorphia, a condition characterised by the persistent belief that the body is not muscular enough.”

VERIFIED BY REFERENCE

Wikipedia and medical-focused web results explicitly define muscle dysmorphia as the belief that one's body is not muscular enough or is too small.

travel_explore

web search NEUTRAL — In muscle dysmorphia, which is sometimes called "bigorexia", "megarexia", or "reverse anorexia", the delusional or exaggerated belief is that one's own body is too small, too skinny, insufficiently mu…
https://en.wikipedia.org/wiki/Muscle_dysmorphia

travel_explore

web search NEUTRAL — Muscle dysmorphia is a mental health condition where someone believes they’re not muscular enough, even if they are.Five key symptoms of muscle dysmorphia are: 1. A persistent belief that one doesn’t …
https://rogersbh.org/blog/muscle-dysmorphia-when-muscle-buil…

travel_explore

web search NEUTRAL — Muscle dysmorphia (MD), colloquially referred to as “bigorexia,” describes a body dysmorphic disorder characterized by an excessive preoccupation with the belief that one's body is too small, weak, or…
https://www.cornellhealthcarereview.org/post/more-muscles-mo…

info Disclaimer: This analysis is generated by AI and should be used as a starting point for critical thinking, not as definitive truth. Claims are verified against publicly available sources. Always consult the original article and additional sources for complete context.