Facial Feature Analysis — Photographer's Report
The useful version of the viral face rating prompt. Returns a structured read of your features as a portrait photographer would describe them — no score, no ranking.
The ChatGPT Attractiveness Test — What It Actually Measures
The viral face rating prompts, what ChatGPT is really doing when it scores a photo, and the prompts that give you usable feedback instead.
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Act as a portrait photographer and casting director preparing notes before a shoot. I am uploading a photo of myself. Analyse the face in this photo the way you would write shoot notes — descriptively, not as a judgment of attractiveness. Do not give me a score out of 10 and do not rank me against anyone. Context you should account for: Purpose of the photos: [PHOTO PURPOSE] (e.g. LinkedIn headshot, acting headshot, dating profile, personal branding) Anything I already know about my face: [KNOWN NOTES] (e.g. "one eye sits slightly lower", "I look tired in flash photos") — write "none" if nothing. Return exactly these sections: 1. **Face Shape & Proportions** — describe the underlying structure factually: face shape, forehead-to-midface-to-chin balance, cheekbone position, jaw angle, neck length. Descriptive language only. 2. **Strongest Photographic Features** — the three features that read best on camera and *why* they photograph well (e.g. "deep-set eyes hold shadow well under short lighting"). 3. **What Fights the Camera** — the two or three things that are working against you *in this specific photo*: angle, lens distortion, lighting direction, expression tension. Be specific about which is a photo problem versus a fixed feature. 4. **Angle & Camera Notes** — the head angle, chin height, shoulder rotation, and eyeline that would suit this face. Name the focal length that would flatter it and why. 5. **Lighting Notes** — the lighting setup that suits this bone structure (direction, height, hardness, ratio) and the one setup to avoid. 6. **Styling Levers** — hair shape, facial hair, glasses, and neckline choices that would balance the proportions you described in section 1. 7. **The One Change With The Biggest Return** — a single sentence. Rules: everything you say must be traceable to something visible in the photo. If you cannot see something clearly, say so instead of guessing. Do not comment on weight, ethnicity, or age beyond what is needed for the photographic notes. Do not moralise or add reassurance — write it as working notes.
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