Personalized Cosmetic Product Ecosystem

Publication ID: 24-11857667_0005_PTD

Published: October 28, 2025

Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “Personalized Cosmetic Product Ecosystem,” Published Technical Disclosure No. 24-11857667_0005_PTD, Published October 28, 2025, available at https://archive.pr1or.art/24-11857667_0005_PTD

This technical disclosure describes improvements that would be readily apparent to a Person Having Ordinary Skill In The Art (PHOSITA) when considered in combination with the foundational architecture disclosed in U.S. Patent No. 11,857,667.

Summary of the Inventive Concept

A next-generation cosmetic product ecosystem that leverages advanced skin analysis, machine learning, and personalized manufacturing to provide tailored product recommendations and customized products for individual skin types and needs.

Background and Problem Solved

The original patent disclosed multi-purpose cosmetic compositions, but it did not address the limitations of one-size-fits-all products. The new inventive concept solves this problem by introducing a holistic system that integrates skin analysis, product recommendation, and personalized manufacturing to provide users with optimized products for their unique skin characteristics.

Detailed Description of the Inventive Concept

The new inventive concept comprises a skin analysis system, a product recommendation engine, a personalized manufacturing system, and a virtual try-on system. The skin analysis system uses a user interface, database, and machine learning module to identify a user's skin type and generate a personalized product regimen. The product recommendation engine utilizes the skin analysis data and a database of product ingredients to suggest customized products. The personalized manufacturing system produces these customized products using the generated formulas. The virtual try-on system simulates the application of products on a 3D avatar, providing users with a realistic preview of the products' effects. The system continually updates and refines its algorithms based on user feedback and product performance data.

Novelty and Inventive Step

The new inventive concept introduces a paradigm shift in the cosmetic industry by integrating advanced skin analysis, machine learning, and personalized manufacturing. The inventive step lies in the combination of these components to provide a holistic, user-centric system that addresses the limitations of traditional one-size-fits-all products.

Alternative Embodiments and Variations

Alternative embodiments of the inventive concept could include wearable devices for skin health monitoring, mobile applications for on-the-go skin analysis, or even AI-powered skincare advisors. Variations could include integrating the system with existing e-commerce platforms or incorporating additional data sources, such as environmental factors or genetic information, to further personalize product recommendations.

Potential Commercial Applications and Market

The personalized cosmetic product ecosystem has vast commercial potential in the beauty and skincare industries. The system could be integrated into existing product lines, offered as a standalone service, or even spawn new business models centered around personalized skincare. The target market includes consumers seeking tailored skincare solutions, as well as businesses looking to differentiate themselves in a crowded market.

CPC Classifications

Section	Class	Group
A	A61	A61K8/9711
A	A61	A61K8/9789
A	A61	A61K36/28
A	A61	A61K36/287
A	A61	A61K36/42
A	A61	A61Q19/00
A	A61	A61Q19/008
A	A61	A61Q19/08
A	A61	A61K2800/10
A	A61	A61K2800/5922
A	A61	A61Q1/02
A	A61	A61Q17/04
A	A61	A61Q19/004
A	A61	A61Q19/10
Y	Y02	Y02A50/30

Section 103 Obviousness Analysis (PHOSITA)

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Field of Art

Cosmetic formulation and personalized skincare technologies, encompassing dermatological product development, skin analysis systems, and customized cosmetic manufacturing techniques

Person of Ordinary Skill (PHOSITA) Profile

A professional with advanced degrees in cosmetic chemistry, dermatological sciences, or bioengineering, possessing expertise in formulation design, machine learning applications in skincare, and understanding of skin type variations and product personalization strategies

Obviousness Rationale

A PHOSITA would recognize that the personalized cosmetic product ecosystem represents a predictable technological evolution of existing cosmetic formulation approaches, integrating known machine learning techniques with established skin analysis methodologies to create a more targeted product development framework. The disclosed system combines well-understood components like skin type databases, recommendation engines, and manufacturing processes in a manner that represents an incremental rather than transformative technological advancement. The integration of personalization technologies with cosmetic product development follows a logical progression of industry trends toward more individualized skincare solutions.

Obvious Combinations & Variations

Source Patent Element

Multi-purpose topical skin compositions designed for different skin types

PTD Variation

Machine learning-powered skin analysis system for generating personalized product recommendations

Obviousness Reasoning

Extending existing skin type classification methods through computational techniques represents a predictable application of known machine learning approaches to existing dermatological product development frameworks

Source Patent Element

Facial cleansing composition with specific ingredient combinations

PTD Variation

Personalized manufacturing system generating customized product formulas based on individual skin characteristics

Obviousness Reasoning

Adapting standard formulation techniques to create individualized products is a logical extension of existing cosmetic product development methodologies, utilizing known ingredient databases and manufacturing processes

Source Patent Element

Topical compositions for treating sensitive or inflamed skin

PTD Variation

Virtual try-on system simulating product application and effects using 3D avatar technology

Obviousness Reasoning

Implementing digital visualization techniques for product evaluation represents a natural technological progression in cosmetic product marketing and user experience design

Source Patent Element

Skin type categorization methods

PTD Variation

Wearable skin sensor device for real-time skin health monitoring and type detection

Obviousness Reasoning

Integrating sensor technologies with existing skin type assessment methodologies represents a predictable technological advancement in personalized skincare diagnostics

Source Patent Element

Multi-purpose cosmetic composition techniques

PTD Variation

Continuous algorithm refinement through user feedback and product performance data

Obviousness Reasoning

Implementing iterative improvement mechanisms is a standard approach in software and product development, representing an obvious extension of existing product design methodologies

35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11857667 and the disclosed personalized cosmetic product ecosystem, a person of ordinary skill in the art would find the claimed variations obvious, as the technical combinations represent predictable applications of known techniques in cosmetic formulation, machine learning, and personalized product development. The disclosed system integrates existing methodologies in a manner that would be apparent to a skilled practitioner, thereby rendering potential patent claims obvious and anticipatable by the prior art.

Original Patent Information

Patent Number	US 11,857,667
Title	Multi-purpose cosmetic compositions
Assignee(s)	MARY KAY INC.