The "Garbage In, Garbage Out" Rule
80% of "incorrect" Color Analysis results are due to Warm Indoor Lighting. If your light is yellow, the AI calculates that your skin is "Warm," even if you are a Cool Winter.
The North Light Protocol
The Golden Rule: Never use artificial light.
- Source: Find a North-facing window (Indirect light).
- Distance: Stand 1 meter away (Too close = Fish-eye distortion).
- Sensor: Wipe your lens. 50% of blurry photos are just finger grease.
- Pose: Arms out, chin up.
1. Visual Verification: The Window Logic
Distance matters. If you stand too close to the window, the contrast is too high (Bleached face, dark ears).

2. The "White Balance" Lie
Your brain auto-corrects yellow light. The camera does not.

3. The Body Map (Pose Hygiene)
The "A-Pose" Standard: Keep your arms slightly away from your body, like the letter 'A'.
- Why: The AI needs to see the gap between your arm and waist to define the silhouette.
- Error: "Soldier Pose" (arms glued to sides) makes you look wider because the AI blends the sleeve into the torso.
Hair Management: Tie your hair up. Hair covering the shoulders confuses the Neckline Detection algorithm.
💡 If you want an AI that applies these rules to your real wardrobe, check out the AI personal stylist app.
4. The "Green Screen" Effect
Wear tight-fitting clothes (leggings + tank top) in a solid color (black/grey). Baggy clothes create "ghost volume" that is hard to erase.