Face Analysis
Customers can upload a photo, which is analyzed temporarily by the backend.
The system uses AI to detect skin type, skin conditions (like redness, dark circles, melasma), and acne-related issues.
No photos are stored permanently; only temporary analysis is performed to generate personalized beauty tips.
Product Recommendations
The recommendation system suggests products based on the product names and their tags.
To make it work effectively, merchants should add relevant tags to products.
Skin types: 'dry', 'normal', 'oily'
Skin concerns: 'darkcircle', 'skinredness', 'melasma', 'vascular', 'wrinkle'
Acne & related issues: 'blackhead', 'cystic', 'folliculitis', 'keloid', 'milium', 'papular', 'purulent', 'acne_scars', 'acne', 'pimple', 'spot'
Merchants are not required to add all tags—only the ones relevant for each product.