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How to Spot AI Dating Profiles: A Forensic Guide

AI-generated profile pictures are everywhere on dating apps. Here are the forensic signs that betray a synthetic image — and what to do when you're not sure.

1. Skin texture is too smooth

Diffusion models tend to render skin with an airbrushed, plastic quality. Real photos show pores, fine lines, and uneven micro-shading even after filters. If every square inch of skin looks identical, treat it as a red flag.

2. Eyes don't match

Check that both irises are the same color, that catchlights (reflected light) point the same way in each eye, and that pupil shapes are circular. AI models routinely fail on one or more of these.

3. Hair and ears melt into the background

Look closely where hair meets the background and where earrings or glasses sit on the face. AI often blurs or warps these boundaries because it can't model the underlying geometry.

4. Hands, teeth, and jewelry are the giveaway

Extra fingers, asymmetric teeth, warped rings, and earrings that exist on only one ear are classic AI artifacts. If hands are hidden in every photo, ask for one that shows them.

5. Backgrounds are nonsense

Zoom into the background. Real photos contain coherent objects — books with readable spines, signs with real words, straight architectural lines. AI backgrounds tend to dissolve into abstract shapes on inspection.

6. Lighting doesn't add up

Identify the light source from the face, then check that shadows on the neck, hair, and background fall in the same direction. Multiple light sources that disagree are a strong synthetic signal.

Not sure? Run a deepfake detector.

When in doubt, upload the photo to RealCheck for a forensic analysis with a confidence score and a verifiable reference.

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