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How SoftMaxx Scores Faces

Transparency on what the AI evaluates and how to interpret your score.

1. What we measure

Every SoftMaxx scan returns a numeric breakdown across 11 evaluation pillars. Each pillar is scored from 0 to 10, and the overall score is a weighted aggregate.

Jawline
Eyes
Skin
Symmetry
Hair
Grooming
Chin
Eyebrows
Nose
Lips & mouth
Cheekbones

Pro and Elite scans add a side-profile cephalometric analysis that evaluates additional measurements not visible from the front:

E-line PRO
Nasofrontal angle PRO
Mandibular plane PRO
Submental contour PRO

Each pillar comes with a short prose comment explaining the rating, plus a ranked list of which pillars have the most room for improvement.

2. Research basis

Our scoring rubrics are calibrated against frameworks drawn from orthodontic and maxillofacial research literature. Specifically:

These are research frameworks, not absolute laws. Different cultures, sexes, and eras weight facial features differently, and academic literature itself does not converge on a single canon of beauty.

Important caveat: AI vision models calibrated against research literature do not replace clinical evaluation. SoftMaxx is an analytical tool, not a diagnostic one.

3. How the AI does it

The scoring pipeline runs in three stages:

  1. Landmark extraction. Your photo is processed in your browser by MediaPipe (an open-source library from Google) to extract 478 anatomical landmark points. These points are used to compute geometric ratios (jaw width, eye spacing, midface-to-lower-face proportion, etc.).
  2. Vision analysis. Your photo and the geometric ratios are submitted to OpenAI's vision API, which evaluates your face against the curated rubric described above and returns a structured score.
  3. Protocol generation. Based on your score breakdown, the AI generates a ranked list of recommended improvements and a personalized routine. Pro and Elite tiers receive more nuanced protocols.

Model selection by tier

TierModelTradeoff
Freegpt-4o-miniFaster response, less detailed nuance.
Progpt-4oMore nuanced ratings and richer protocol commentary.
Elitegpt-4oSame model as Pro, plus PSL market-position and golden-ratio analysis.

Confidence reporting

Every scan reports an AI confidence level — HIGH, MEDIUM, or LOW — that reflects how clearly the AI could read your photo. Confidence depends on lighting, angle, expression, and image resolution. A low-confidence scan is not wrong; it is uncertain. If you receive a LOW confidence rating, we recommend a rescan under better conditions.

4. What it cannot do

Not a medical diagnosis. SoftMaxx does not diagnose skin conditions, dental malocclusion, asymmetry pathology, or any other medical condition. For clinical evaluation, consult a board-certified plastic surgeon, dermatologist, or orthodontist.

5. How we handle your data

Your photo is processed transiently. Specifically:

For full details, see our privacy policy.

6. Why a subscription, not a one-time charge?

An honest answer: a one-time scan is a single data point. A subscription is a tracking system.

SoftMaxx is designed around the assumption that you'll rescan over time — after a month of consistent skincare, after a haircut, after dental work, after a glow-up protocol. Each rescan generates a delta against your prior scan, and the AI chat lets you ask follow-up questions about your protocol as you progress.

You get a one-time scan for free, with no signup required. The subscription unlocks the side-profile / cephalometric layer, the full protocol, the rescan history, and ongoing AI chat as your face changes.

Pro is $19.99/month. Elite is $39.99/month or $150/year. Both cancel anytime with a 30-day money-back guarantee on first purchase.

If a subscription model isn't right for you, the free tier remains useful as a snapshot — nothing about SoftMaxx is paywalled to the point of unusable. See our refund policy for details.