PSL Scale Use Cases

1

Self-improvement: Individuals wanting an evidence-informed assessment of their facial strengths and weaknesses and practical, non-surgical tips to improve appearance (skincare, posture, grooming).

2

Profile optimization: People preparing profile photos for dating apps, LinkedIn, or social media who want to identify which facial features to highlight or improve to increase attractiveness and memorability.

3

Cosmetic & aesthetic consultation prep: Users who want an objective baseline analysis to discuss with dermatologists, dentists, or aesthetic professionals when planning non-surgical treatments or lifestyle changes.