Methodology

Each report starts with a suitability check. If light, framing or sharpness won't support a fair read, you get retake guidance instead of a score.

Visible findings are recorded with an ID, a coarse region of your photo and an evidence strength. Ratings for each rubric dimension must cite those findings.

The overall score is calculated by our server from fixed, versioned weights, in half-point steps. It describes the impression of this photo under our rubric — not your worth, health, personality or origin, and never a population percentile.

The free assessment core is checked against the image before acceptance. Detailed explanations and actions are written only after authorized unlocking and checked against that saved core, without another image review. The accepted score stays unchanged.

Scenarios describe qualitative visible effects and practical ways to compare changes. They do not promise a target score or a numerical improvement.

The rubric is a first product draft under review. It has not been validated against a reference population.