Personalized Massage Ecosystem

Publication ID: 24-11857482_0010_PTD
Published: October 28, 2025
Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “Personalized Massage Ecosystem,” Published Technical Disclosure No. 24-11857482_0010_PTD, Published October 28, 2025, available at https://archive.pr1or.art/24-11857482_0010_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. 11,857,482.

Summary of the Inventive Concept

A next-generation massage system leveraging AI, machine learning, and biometric feedback to provide tailored massage experiences, revolutionizing the industry with unparalleled relaxation and stress relief.

Background and Problem Solved

The original massage device patent, while innovative, had limitations in terms of customization, user experience, and adaptability. The new inventive concept addresses these shortcomings by integrating advanced technologies to create a holistic massage ecosystem.

Detailed Description of the Inventive Concept

The Personalized Massage Ecosystem comprises a wearable device with multiple actuators, a neural network processing unit, and machine learning algorithms. It analyzes user biometric data in real-time, adjusting pressure levels and massage patterns to optimize relaxation and stress relief. The system can be integrated into various form factors, including smart massage chairs, virtual reality platforms, and biometrically-controlled massage devices.

Novelty and Inventive Step

The new claims introduce a paradigm shift by incorporating AI, machine learning, and biometric feedback, enabling real-time adaptation and customization of massage experiences. This fusion of technologies creates a novel and non-obvious inventive concept that surpasses the original patent's capabilities.

Alternative Embodiments and Variations

Alternative implementations could include using different types of actuators, incorporating additional sensors for enhanced biometric feedback, or integrating the system with other wellness technologies, such as meditation platforms or fitness trackers.

Potential Commercial Applications and Market

The Personalized Massage Ecosystem has vast commercial potential in the wellness, healthcare, and fitness industries, with applications in spas, gyms, clinics, and homes. It can also be licensed to manufacturers of massage devices, chairs, and other related products.

CPC Classifications

SectionClassGroup
A A61 A61H23/0254
A A61 A61H2201/0107
A A61 A61H2201/0153
A A61 A61H2201/0157
A A61 A61H2201/1215
A A61 A61H2201/149
A A61 A61H2201/1418
A A61 A61H2201/1664
A A61 A61H2201/501
A A61 A61H2201/5005
A A61 A61H2201/5015
A A61 A61H2201/5035
A A61 A61H2201/5038
A A61 A61H2201/5097

Field of Art

Medical device technology, specifically massage and therapeutic percussive devices with a focus on biomechanical actuation and user interaction systems

Person of Ordinary Skill (PHOSITA) Profile

An engineer with expertise in medical device design, biomechanical systems, electromechanical actuation, and human-machine interfaces, typically holding a BS/MS in mechanical or biomedical engineering with 3-5 years of experience in therapeutic device development

Obviousness Rationale

A PHOSITA would recognize that integrating machine learning and biometric feedback into massage devices represents a predictable technological evolution from existing percussive massage systems. The source patent's core mechanical massage technology provides a natural foundation for adding intelligent control systems that dynamically adjust massage parameters. The technical challenges of sensor integration and adaptive control are well-established in medical device engineering, making such enhancements a logical progression of existing massage device technologies.

Obvious Combinations & Variations

Source Patent Element
Piston-based percussive massage mechanism with variable stroke length and speed
PTD Variation
Adding neural network processing to dynamically adjust massage stroke parameters based on real-time biometric feedback
Obviousness Reasoning
Predictable application of known machine learning techniques to existing mechanical massage systems, representing an incremental technological improvement
Source Patent Element
Quick-connect massaging head system allowing interchangeable attachments
PTD Variation
Integrating sensor arrays and adaptive control systems into massage device attachments
Obviousness Reasoning
Routine engineering design choice to enhance device functionality through sensor integration, following established medical device development practices
Source Patent Element
Massage device with configurable stroke speeds between 600-3600 strokes per minute
PTD Variation
Implementing AI-driven algorithms to automatically select and modulate massage stroke parameters based on user physiological responses
Obviousness Reasoning
Logical extension of existing speed control mechanisms using well-known machine learning techniques for adaptive system optimization
Source Patent Element
Housing-based massage device design
PTD Variation
Expanding device form factors to include wearable systems, virtual reality platforms, and smart massage chairs
Obviousness Reasoning
Predictable design variation exploring alternative implementation methods within established medical device technological domains
Source Patent Element
Mechanical massage device focused on muscle stimulation
PTD Variation
Incorporating comprehensive biometric feedback systems to optimize stress relief and relaxation
Obviousness Reasoning
Natural technological progression applying advanced sensing and machine learning to enhance therapeutic effectiveness of existing massage technologies
35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11857482 and the comprehensive technological disclosure herein, a person of ordinary skill in the art would find the claimed variations of AI-enhanced, biometrically-adaptive massage systems to be obvious extensions of existing percussive massage device technologies. The disclosed innovations represent predictable combinations of known mechanical massage principles with emerging machine learning and sensor integration techniques, thereby rendering potential patent claims in this domain obvious and non-patentable.

Original Patent Information

Patent NumberUS 11,857,482
TitleMassage device having variable stroke length
Assignee(s)HYPERICE IP SUBCO, LLC