MUMBAI, India, March 13 -- Intellectual Property India has published a patent application (202641025050 A) filed by Vellore Institute Of Technology, Vellore, Tamil Nadu, on March 3, for 'a system for personalized skincare product recommendation with ingredient-level safety and explainable decision reasoning.'
Inventor(s) include Dr. K. Ragavan; Varshan Manish; M Gokulesh; and Harish K N.
The application for the patent was published on March 13, under issue no. 11/2026.
According to the abstract released by the Intellectual Property India: "The present invention relates to a system and method for personalized skincare product recommendation with ingredient-level safety enforcement and explainable decision reasoning. the system continuously acquires user-specific dermatological parameters such as skin type, ingredient sensitivities, allergies, preferences, and budget constraints. a structured product database stores detailed skincare formulation and ingredient compositions. a product intelligence layer generates semantic embeddings of product descriptions and ingredient data using transformer-based models, and hybrid feature vectors are formed by combining semantic and numerical attributes. a safety constraints module eliminates products containing restricted or unsafe ingredients prior to recommendation. a recommendation engine evaluates candidate products through similarity-based neighborhood validation and ingredient-skin association reasoning, while an adaptive decision threshold dynamically adjusts confidence levels to prevent over- recommendation. validated products are ranked through a controlled multi-label selection mechanism, and an explanation module provides human-interpretable justifications referencing ingredient evidence, similarity support, and applied safety rules. the ranked recommendations and explanations are presented via a user interface, thereby enabling safe, transparent, and personalized skincare guidance."
Disclaimer: Curated by HT Syndication.
