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Sample report walkthrough: how to read a Moggler Labs analysis
4 min read · Updated October 4, 2026
The fastest way to understand a report is to read one. This walkthrough follows the public sample report, a fixed illustrative example, from the headline score down to individual measurements. Open the interactive version alongside it: the sample report. The numbers below are a snapshot of that example, not a real person, and a report for your own photo will look different.
Start with the overall score
The sample's overall score is 8.83, which falls in the Chadlite tier. The overall is not a plain average of the four pillars: it leans toward the weakest and highest-impact traits, so a single clear weak point pulls it down more than several small strengths lift it. The tier is just a friendly name for a score band. For how it all combines, see Understanding your scores.
The four pillars
Each pillar answers a different question, so it is normal for them to differ. Here the geometry is very strong while the AI-graded pillars are good but not perfect.
| Pillar | Score | What it says |
|---|---|---|
| Harmony | 9.66 | Almost every measured proportion sits inside the ideal range. |
| Angularity | 8.24 | Bone structure reads well. Chin definition is the softest of the five rows. |
| Dimorphism | 7.85 | Reads clearly masculine. Facial hair, lips and nose are the lower rows. |
| Features | 8.73 | Skin and detail quality is clean, with three mild items. |
| Overall | 8.83 | Weighted toward the weakest, highest-impact traits. |
Snapshot of the illustrative sample report.
Read the weakest rows first
A report is most useful when you sort it weakest first. Even in a very strong report there are always a few rows that sit lower. These are the five weakest Harmony ratios in the sample:
| Ratio | Measured | Score |
|---|---|---|
| Lower Third Proportion | 30.1% | 7.7 |
| Deviation of IAA & JFA | 5.5° | 8.1 |
| Jaw Frontal Angle | 83.0° | 9.1 |
| Jaw Slope | 138.5° | 9.4 |
| Eye Aspect Ratio | 3.60x | 9.5 |
What a weak row actually means
The lowest row here is Lower Third Proportion at 30.1%: the area under the nose takes a little less of the lower face than the classic one-third reference. That is a miss of a few points, not a flaw. The next rows, Deviation of IAA & JFA, Jaw Frontal Angle, Jaw Slope and Eye Aspect Ratio, are all above 8, which is why Harmony is still near the top.
The practical lesson: a low row is a place to look, not a verdict. Many are small, some are bone structure you can't change, and some depend on the photo. Each measurement page explains which is which.
What a 10 tells you
Four Harmony rows score 10 in the sample: Mouth Corner Position (1.2 mm), Interpupillary-Mouth Width Ratio (0.85x), Chin to Philtrum Ratio (2.20x) and Bigonial Width (87.8%). A 10 means the measurement sits inside the range considered ideal for that sex. Several of them together are what lift a pillar to the top, but a 10 in one place doesn't cancel a weak row elsewhere in the overall score.
Where the AI-graded rows show up
Angularity, Dimorphism and most of Features are graded from the photo by an AI model rather than measured from landmarks. These are a few of the lower rows in the sample:
| Row | Pillar | Score |
|---|---|---|
| Chin Definition | Angularity | 7.8 |
| Facial Hair | Dimorphism | 7.4 |
| Lips | Dimorphism | 7.5 |
| Dark Circles | Features | 7.5 (mild) |
| Eye Bags | Features | 7.5 (mild) |
| Bulbous Nasal Tip | Features | 7.5 (mild) |
Turning a report into a plan
- 1
Sort weakest first
Start with the lowest rows in each pillar, not the highest. The strengths take care of themselves.
- 2
Separate what you can change
Skin, under-eye puffiness, grooming, leanness and posture respond to effort. Bone proportions mostly don't, so treat those rows as information.
- 3
Fix the photo before the face
A surprising number is more often a photo problem than a face problem. Check Taking the right photo first.
- 4
Rescan under the same conditions
Use the same spot, light and distance, then compare. Changes between scans only mean something if the setup stayed the same.
Questions about the sample
Is the sample a real report?
It is a fixed demonstration report, so every visitor sees the same numbers. It is scored with the same model as real scans, but it is not your face.
Will my report look like this?
Not exactly. Most real faces have a mix of strong and weaker rows, and the AI-graded pillars depend on your photo. Treat the sample as a guide to the layout and to how to read it.
Why is Harmony so much higher than the other pillars?
Harmony measures proportions from landmarks, which can land very close to ideal. The other pillars are graded visually against people of the same sex, so they spread out more. See The four pillars.
Do I need an account to scan my own face?
Scores need a free account, so you can save and compare scans. You can upload a photo first; until you sign in it is only checked for a face in your browser.
See it on a full report
Open the sample report to see every measurement, score and highlight on a real example.