HNS Series™
Health Navigation Intelligence Across Wellness and Clinical Contexts
HNS Series™ is ProXplor’s standardized health navigation product family.
Powered by InferFunc™, the series transforms functional-state information into structured health navigation, decision support and appropriately scoped pathways for action.
HNS Series comprises two distinct systems:
AIHNS™ — Artificial Intelligence Health Navigation System, designed for general wellness and health optimization;
CIHNS™ — Clinical Intelligence Health Navigation System, designed for clinical use.
The two systems operate on a shared technology foundation but serve different users, purposes and regulatory contexts.
From Health Information to Health Navigation
Health information is often fragmented across measurements, assessments, devices, records and points in time.
Knowing an individual value does not necessarily explain:
how different functions are interacting;
which patterns may be most relevant;
what should receive attention first;
what action may be appropriate;
when reassessment should occur;
whether professional involvement is required.
HNS Series is designed to move from isolated information toward structured health navigation.
It organizes relevant data into functional-state representations, interprets relationships across multiple variables and translates those interpretations into product-specific guidance or decision support.
Powered by InferFunc™
HNS Series products are powered by InferFunc™, ProXplor’s Functional-State Inference Engine.
InferFunc operates on ProXplor Nexus™, ProXplor’s Health and Medical Intelligence Foundation Model & Core Technology Platform, and follows the scientific and methodological principles of the ProXplor Research Framework™.
This architecture enables HNS Series products to combine:
functional assessment data;
bioelectric signal acquisition data;
connected health device data;
self-reported information;
behavioral and environmental context;
longitudinal records;
systems-level functional interpretation;
product-specific navigation and decision support.
InferFunc is the underlying inference technology. HNS Series defines how that intelligence is translated into standardized products for wellness and clinical use.
Understanding Functional State
Functional state describes how relevant physiological and behavioral functions are operating and interacting at a particular time.
It cannot be represented adequately by a single measurement.
HNS Series organizes multiple variables into structured representations of functional state, allowing the system to examine:
relationships among relevant functions;
interactions across different system levels;
patterns that may not be visible through isolated measurements;
behavioral and contextual influences;
changes across repeated assessments;
areas that may require continued observation or further action.
Functional-state intelligence does not replace established measurements or professional judgment. It provides an additional structure for interpreting complex information within the intended use of each product.
One Product Family. Two Distinct Systems.
AIHNS and CIHNS share the InferFunc engine and ProXplor Nexus foundation, but they are not different pricing tiers of the same product.
They are separate systems with different:
intended users;
intended uses;
output boundaries;
professional oversight requirements;
validation pathways;
regulatory obligations;
deployment environments.
The distinction between AIHNS and CIHNS is fundamental to the scientific, product and regulatory architecture of the HNS Series.
AIHNS™
Artificial Intelligence Health Navigation System
AIHNS™ is designed for general wellness and health optimization.
It translates functional-state intelligence into non-diagnostic health navigation and lifestyle-oriented guidance for individuals and authorized health management programs.
AIHNS is designed to help users better understand their current functional patterns, identify practical priorities and take appropriately scoped actions in areas that may influence everyday health and wellbeing.
What AIHNS™ Can Support
Depending on the product configuration, AIHNS can support:
functional-state awareness;
identification of relevant wellness patterns;
lifestyle and behavioral insights;
personalized health priorities;
sleep and recovery guidance;
nutrition and activity recommendations;
stress and daily rhythm management;
longitudinal reassessment;
suggestions for appropriate professional follow-up.
AIHNS focuses on general wellness and health optimization. It is not intended to diagnose, treat, cure, mitigate or prevent a disease.
AIHNS™ Applications
AIHNS can support appropriately configured programs across settings such as:
individual proactive health management;
employee wellbeing programs;
health management organizations;
insurance-related wellness services;
proactive lifestyle and health optimization programs;
professional wellness services;
community and population health initiatives;
authorized digital health platforms.
The specific functionality, data sources and outputs available in each deployment depend on its product configuration and operating environment.
CIHNS™
Clinical Intelligence Health Navigation System
CIHNS™ is designed for clinical use.
It translates functional-state intelligence into appropriately governed clinical decision support and disease-pathway navigation.
CIHNS is intended to assist qualified healthcare professionals in interpreting relevant information, identifying clinically meaningful priorities and navigating authorized assessment or care pathways.
It is not designed to replace professional judgment or operate as an autonomous diagnostic or treatment system.
What CIHNS™ Can Support
Depending on the registered or authorized product configuration, CIHNS can support:
structured clinical information review;
functional-state interpretation;
identification of clinically relevant patterns;
clinical decision support;
disease-pathway navigation;
assessment prioritization;
longitudinal monitoring;
reassessment and follow-up workflows;
integration with authorized clinical systems.
The functions and claims available in any CIHNS deployment are limited to the applicable product registration, intended use and regulatory authorization.
Regulatory Status
CIHNS™ has obtained Class II medical device registration in China for a specific product configuration.
The registration applies only to the registered product, intended use and scope stated in the relevant Medical Device Registration Certificate.
Deployment outside China is subject to product-specific validation and applicable regulatory requirements in each jurisdiction. Registration or authorization in one jurisdiction does not automatically apply to another market or product configuration.
CIHNS™ Applications
Subject to applicable registration and authorization, CIHNS can support:
clinical assessment workflows;
disease-specific care pathways;
health management departments;
hospitals and medical institutions;
qualified healthcare professionals;
longitudinal patient monitoring;
clinical follow-up programs;
integration with authorized medical information systems.
Each deployment must define the intended users, permitted functions, required professional oversight and applicable regulatory controls.
A Shared Health Navigation Workflow
AIHNS and CIHNS apply different product-specific rules within a common health navigation structure.
Acquire
Collect authorized assessment, device, self-reported and contextual information according to the product configuration.
Structure
Convert relevant information into consistently defined variables and functional-state representations.
Interpret
Apply InferFunc models, knowledge structures and inference logic to identify relevant relationships and patterns.
Prioritize
Determine which findings may require attention according to the intended use and output rules of the product.
Navigate
Translate the interpretation into wellness guidance, professional decision support or an authorized pathway for action.
Reassess
Use repeated assessments and new information to evaluate relevant changes over time.
The level of professional involvement, evidence requirement and regulatory control differs between AIHNS and CIHNS.
Product-Specific Inputs
Depending on the system and configuration, HNS Series products may use:
functional assessment measurements;
bioelectric signal acquisition data;
connected health device data;
authorized physiological data;
self-reported health information;
lifestyle and behavioral data;
environmental and occupational context;
previous assessments and longitudinal records.
Not every HNS Series product uses every type of input.
The permitted inputs, acquisition methods and interpretation rules are defined separately for each product and deployment.
Product-Specific Outputs
HNS Series outputs are generated according to the intended use of the specific system.
AIHNS™ Outputs
AIHNS outputs may include:
wellness-oriented functional-state insights;
lifestyle priorities;
behavioral recommendations;
health optimization guidance;
indicators for continued observation;
recommended timing for reassessment;
suggestions for professional consultation when appropriate.
CIHNS™ Outputs
CIHNS outputs may include:
clinical functional-state information;
clinically relevant pattern interpretation;
professional decision-support information;
authorized disease-pathway guidance;
monitoring and reassessment priorities;
structured support for clinical workflows.
Clinical outputs are available only within appropriately registered or authorized product configurations.
Longitudinal Health Navigation
Health navigation should not end with a single assessment.
HNS Series supports repeated assessment and longitudinal comparison so that eligible users and professionals can observe relevant changes and adjust next steps appropriately.
Longitudinal use can support:
comparison with previous functional-state representations;
identification of persistent or changing patterns;
evaluation of lifestyle implementation;
monitoring within authorized clinical pathways;
adjustment of health navigation priorities;
more informed timing of follow-up and reassessment.
Changes between assessments must be interpreted in relation to data quality, context, product scope and, where applicable, professional judgment.
Delivered Through Multiple Access Channels
HNS Series products can be delivered through product-specific interfaces, authorized enterprise applications and institutional systems.
Where enabled, the Holmony App can serve as a client-facing access layer for eligible AIHNS reports, insights and services.
CIHNS is deployed through appropriately governed clinical or professional environments according to its product configuration and applicable regulatory requirements.
The application provides the user experience and access layer. InferFunc performs the underlying functional-state inference, while ProXplor Nexus provides the shared intelligence and technology foundation.
Standardized Products and Customized Solutions
HNS Series comprises standardized health navigation products with defined inputs, outputs, intended uses and governance requirements.
Organizations requiring customized workflows, interfaces, integrations, data sources or intelligence capabilities can develop tailored applications through ProXplor Nexus™ Solutions.
A customized solution may use:
InferFunc independently;
InferFunc together with InferPheno™;
other capabilities of ProXplor Nexus;
organization-specific data and workflows;
market-specific governance and deployment controls.
Customized solutions do not automatically inherit the intended use, validation status or regulatory authorization of an existing HNS Series product.
Responsible Navigation by Design
HNS Series products are developed around principles of responsible health and medical intelligence.
These principles include:
clearly defined intended use;
product-specific data authorization;
separation of wellness and clinical functions;
traceable data and inference pathways;
distinction among measurement, observation, inference and recommendation;
explicit confidence and uncertainty boundaries;
human oversight where professional judgment is required;
model and knowledge-base version control;
product-specific validation;
compliance with applicable privacy, security and regulatory requirements.
The objective is to provide the right level of intelligence for the right user, purpose and operating environment.
Different Contexts. One Health Navigation Vision.
AIHNS makes functional-state intelligence accessible for general wellness and health optimization.
CIHNS applies functional-state intelligence within appropriately governed clinical environments.
Together, they form the HNS Series: a health navigation product family designed to transform complex functional information into structured understanding, responsible guidance and pathways for action.