I uploaded a selfie into the Facial Beauty Report template in MuleRun Chat and got back a high-end visual report on a black-on-white layout with rounded cards, contour line art of my face, scores across symmetry, proportions, bone structure, and skin quality, plus grooming and style recommendations. The whole thing generated in under a minute from one photo upload. No prompting required.
This is the facial beauty report format that went viral across TikTok and X in early 2026. Users upload a photo and receive a structured aesthetic analysis that reads like a luxury consultation document. The trend started with people sharing their face scores and breakdowns on social media, and it has since become a search-driven phenomenon where thousands of users are actively looking for the exact prompt to run the report themselves.
The Facial Beauty Report template in MuleRun Chat runs the prompt automatically. Upload your photo and the full analysis generates hands-free. No prompt writing, no configuration, no guessing what instructions to use.
Here is how the AI face rater works, what the report contains, and how to generate your own.
What Is a Facial Beauty Report?
A facial beauty report is a structured AI-generated analysis of a person’s face based on a single uploaded photo. The report evaluates facial features across multiple dimensions including symmetry, proportional balance, skin quality, bone structure, and overall aesthetic harmony, then presents the results as a designed document with scores, strengths, areas for improvement, and actionable recommendations.
The format became viral because it gives people a specific, detailed response rather than a vague rating. Each section of the report addresses a distinct aspect of facial aesthetics: symmetry analysis, proportional measurements, bone structure assessment, skin texture evaluation, and overall harmony scoring. The output looks like a professional consultation document rather than a plain text response.
The Facial Beauty Report template in MuleRun Chat generates this analysis automatically. Upload a photo and the template handles the prompt, the analysis, and the visual formatting without any input beyond the image itself. The output includes a contour line drawing of the face, honest scoring, and personalized grooming and style recommendations.
The report is not a medical assessment. It is a visual aesthetic analysis based on commonly referenced proportional standards in facial aesthetics research. The AI applies these standards to the uploaded photo and returns a structured document that reads like a high-end consultation.
How Does the Face Score Filter Work?
The face score filter works by analyzing the geometric proportions and visual features of a face in a photo, comparing them against established facial aesthetic ratios, and returning scores with a detailed feature breakdown.
The process follows three stages:
- Feature detection: the AI identifies facial landmarks including eye corners, brow ridge, nasal tip, lip borders, jawline edges, and hairline position
- Proportion analysis: it measures the relationships between these landmarks and compares them to widely referenced standards such as the golden ratio for facial width-to-length, the rule of thirds for vertical facial division, and neoclassical canons for feature spacing
- Score generation: each feature region receives an individual rating, and these are combined into an overall assessment that represents facial harmony
The scoring is relative, not absolute. A high score indicates strong alignment with proportional standards that are commonly associated with facial attractiveness in aesthetic research. A lower score in one area does not mean that feature is unattractive. It means the proportions in that region deviate from the reference standards the model uses.
The Facial Beauty Report template handles all three stages from a single photo upload. No manual prompting or configuration is needed. The engineered prompt runs behind the template so the analysis is consistent across every generation.
What Makes the AI Face Rater Different From a Simple Rating?
The AI face rater is different from a simple rating because it produces a designed visual document rather than a single number. A simple face rating gives you a score out of ten with no explanation. The facial beauty report gives you the score, the reasoning behind it, and specific recommendations to act on.
Five things the report includes that a simple rating does not:
- Contour line drawing: a minimal line art rendering of the face that shows the AI actually mapped the facial structure rather than generating a generic response
- Feature-by-feature breakdown: individual assessments for symmetry, bone structure, proportions, skin quality, and overall harmony rather than one combined number
- Strengths identification: specific callouts of which features scored highest and why, with anatomical detail rather than vague compliments
- Areas for improvement: honest observations about where proportions deviate from reference standards, framed as neutral analysis rather than criticism
- Grooming and style recommendations: actionable suggestions for haircut, facial hair, skincare, or styling adjustments based on the specific face shape and feature analysis
The template produces this full report automatically. The prompt engineering behind the template specifies a black-on-white luxury design with thin lines, rounded cards, and a data-driven approach that avoids being overly flattering. The result is a document users want to screenshot and share rather than a forgettable chat response.
How Do You Get a Facial Beauty Report Prompt?
You get a facial beauty report prompt by using the Facial Beauty Report template in MuleRun Chat, which runs a professionally engineered prompt automatically when you upload your photo. The template eliminates the need to write, find, or paste a prompt yourself.
Most users searching for the facial beauty report prompt want the exact text that produces the viral visual report format. The template handles this by embedding the prompt directly into the chat session. When you upload a photo, the prompt fires automatically and the report generates without any additional input.
This is the fastest path to the report:
- Open the Facial Beauty Report template in MuleRun Chat
- Upload a clear, front-facing photo
- The prompt runs automatically and the full visual report generates hands-free
No prompt hunting, no copy-pasting from Reddit threads, no trial and error with different instructions. The template uses a tested prompt that specifies the visual design, scoring structure, and recommendation format so every report comes out consistent and shareable.
Sign up for free credits to access the template and generate your first report.
How Do You Customize Your Facial Beauty Report?
You customize your facial beauty report by adding follow-up instructions in the same chat session after the initial report generates. The template produces a complete general analysis on the first generation. Customization happens through conversation rather than prompt editing.
Three customization approaches:
- Focus area adjustment: after the report generates, type “provide extra detail on jawline and chin structure, including mandibular angle and chin projection” to expand one section from a brief card to a detailed sub-analysis
- Comparison mode: type “compare my facial structure to 2-3 public figures with similar proportional characteristics” to get a celebrity reference point for your results
- Alternative angle analysis: upload a second photo from a different angle and ask for a comparison between the two analyses to see how lighting, angle, and expression affect the scoring
The initial report from the template works well for most users without modification. Follow-up prompts in the same session build on the existing analysis, so the AI carries context from the first report forward into any customization requests.
Start Building
Sign up for free credits and generate your facial beauty report from one photo upload.
Frequently Asked Questions
Is the AI Face Score Accurate?
The AI face score measures alignment with established proportional standards used in facial aesthetics research. It is consistent and reproducible, meaning the same photo produces the same score. It is not a universal measure of attractiveness, which is subjective and culturally variable. Treat the score as a proportional analysis, not a definitive rating.
What Photo Works Best for a Facial Beauty Report?
A front-facing photo with even lighting, neutral expression, and no obstructions (sunglasses, hair covering the face, heavy filters) produces the most accurate analysis. The AI needs clear visibility of all facial landmarks. Natural light, no smile, and hair pulled back from the face give the best results.
Can You Run the Report on Someone Else’s Photo?
Yes. The analysis works on any clear facial photo. Users commonly run reports on celebrity photos to test the scoring system or compare their own scores against public figures.
Does the Score Change With Different Photos?
Yes. Lighting, angle, expression, and photo quality all affect the measured proportions. A photo taken from slightly below changes the apparent jaw-to-forehead ratio. A smile changes lip proportion measurements. For the most consistent results, use a neutral-expression front-facing photo in even lighting.
What AI Model Produces the Best Facial Analysis?
Models with strong visual understanding and structured output produce the best facial beauty reports. MuleRun Chat routes to the best available model automatically, including GPT Image 2 for the contour line art rendering. The analysis requires both image recognition and the ability to produce designed visual documents, which not all models handle equally well.