AI Selfie Beauty & Aesthetic Audit Sandbox

Portrait Inspector Analysis Ready

Simulate viral AI aesthetic critiques locally with edge-sharpness, key-light balance, and symmetry detection.

ISO: Key 5400K • Center-weighted

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Lighting & Key Contrast 76%

Symmetry Approximation 88%

Palette Warmth (Color Temp) 64%

Fill Light & Exposure 82%

Active Aesthetic Pillars Toggle to include in brief

Lighting Falloff

Focal Framing

Skin Tone Harmony

Proportions

Critique Tone Archetype Constructive

Brightness

Contrast

Symmetry

Warmth

Audit Status: Verified High Stylistic Potential

Balanced lighting with strong focal framing. Skin tone variance is minimal; shadow gradients show soft falloff.

82/100

Primary Diagnostic Insight

High symmetry and balanced key light provide an ideal foundation for stylistic adjustments.

Actionable Aesthetic Advice Pillars

4 Pillars Active

AI Feedback Synthesis Constructive Persona

completed Preset: Studio Portrait Sample

AI Selfie Aesthetic Heuristics & Weighted Scoring Engine

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Read the explanation

The sandbox evaluates portrait aesthetics through four calibrated metrics: brightness, contrast, facial symmetry, and warmth balance. Each subscore contributes via fixed mathematical weights: twenty-eight percent brightness, twenty-four percent contrast, thirty-two percent symmetry, and sixteen percent warmth. Selecting a low-key shadow preset drops brightness to sixty-two and warmth to forty-four, driving the composite index down to seventy-two. Finally, the active aesthetic pillars and selected persona synthesize immediate critique narrative blocks, ready for client-side JSON export.

Actionable Aesthetic Advice Pillars

Audit Report Payload

AI Selfie Aesthetic Heuristics & Weighted Scoring Engine