Rate My Feet — Free AI Foot Rating

Three independent vision models look at your photo separately and each returns a score with reasoning. We average them with fixed weights and drop any model that fails or refuses, then renormalise so a missing model never skews the result. Using a panel instead of one model is what keeps a rating stable — a single model can swing four or five points on the same photo between runs.

The raw average is then run through a calibration curve centred near 62. Vision models cluster almost everything between 70 and 85, which makes every result feel identical and useless. Calibration spreads the distribution back out so a 91 genuinely means something different from a 68.

The rating is a composite of five observable traits: arch definition, left-right symmetry, toe alignment and taper, overall proportion between foot length and width, and skin and nail condition. Grooming is the single trait most people can change quickly, and it is weighted meaningfully — the same foot photographed before and after a proper pedicure typically moves several points.

Photography matters more than most people expect. Even, indirect light, a plain background, a clean side or three-quarter angle and a sharp focus give the models more signal to work with. Harsh flash, motion blur and busy backgrounds all reliably cost you points that have nothing to do with your feet.