LooksAudit

About

Who runs this, how the score is made, and what we are not.

Updated 2026-10-12

Who

LooksAudit is operated by Future Cities LLC, a United States company. Contact: hello@looksmaxxinggpt.com.

How the score is made

Your photo goes to xAI’s Grok vision model with a fixed rubric that asks for a raw score, nine feature reads, and flags for anything it should not rate. Published comparisons show that large models rank faces in roughly the same order as people do but place everyone about two points higher. So we re-map the raw score through a fixed, versioned curve onto a distribution centred on 5, with one point per standard deviation. The model is pinned, the prompt is fixed and randomness is off, so the same photo gives the same score. Every report records the model and the versions used.

Nothing in the pipeline detects, matches or identifies faces: the model describes a picture and we score what it describes.

What we are not

LooksAudit (looksmaxxinggpt.com) is not affiliated with or endorsed by OpenAI or xAI. "GPT" in the domain is used descriptively; reports are generated with xAI's Grok vision model.

We are not a medical provider and the report is not medical advice.