Technology | GHBI Human Functional Intelligence

Healthcare Technology

Turn functional snapshots into a story that can be followed.

This page explains the healthcare architecture behind Global™ and My Functional Journey™: guided capture, normalized measurements, longitudinal comparison, responsible AI assistance and distinct provider and individual experiences. XOX26 uses a separate creator-technology architecture.

The technical thesis

A single assessment is a snapshot. Repeatable, structured observations create a functional timeline that can support more useful review across visits and life stages.

1 · Capture

Standardized inputs

Smartphone images, mobility observations, 60+ anatomical landmarks and 25 integrated surveys.

2 · Normalize

Consistent baseline

Organize measurements, metadata and patient-reported context into a versioned individual baseline.

3 · Longitudinal

Compare change

Preserve repeated assessments so reviewers can evaluate what changed, when and under which conditions.

4 · Roadmap intelligence

AI-assisted services in development

Planned services are intended to support extraction, organization and structured summaries while keeping human review and uncertainty visible.

5 · Experiences

Global™ + My Functional Journey

Deliver the provider platform and the upcoming individual app through distinct interfaces, permissions and workflows.

Architecture boundary: the healthcare architecture described here does not include XOX26. XOX26 is a separate creator product with its own data and development roadmap.

What works today—and what remains ahead

The technical story is separated into current scope and planned capabilities so partners can evaluate maturity accurately.

Current alpha/MVPFuture / requires validation
Smartphone posture and range-of-motion captureBroader multimodal ingestion
Full-body 2D landmark tracking and basic metricsAI-assisted longitudinal decision support
Structured reports, surveys and repeat assessmentIndependent reliability and usability studies
Secure cloud foundation and web administrationEnterprise deployment controls and partner integrations
One longitudinal workflowEMR connectivity and standards-based data exchange
No named EMR integration is currently claimed. Connectivity with Epic, Oracle Health/Cerner, athenahealth or another vendor would require partner agreements, implementation, testing and production approval.

Responsible AI and human oversight

AI is intended to assist the workflow—not issue autonomous diagnoses or replace licensed professionals.

Human review

Providers remain responsible for interpretation and professional judgment.

Provenance

Derived results should retain source, timestamp, processing version and change history.

Uncertainty

Low-confidence or incomplete inputs should be surfaced rather than hidden.

Model governance

Versioning, monitoring, error review and claims control are required before broader deployment.

Data minimization

Collect and retain only what is needed for the authorized workflow and applicable obligations.

Evidence gates

More complex models follow data quality, independent assessment and demonstrated user value.

Interoperability, security and validation

GHBI is building toward an integration-ready platform without presenting roadmap work as completed compliance or certification.

Interoperability

Standards-aware roadmap

Stable identifiers, documented data mapping, controlled ingestion and future partner APIs. Standards such as HL7 FHIR may be evaluated where appropriate.

Security

Risk-based controls

Role-based access, least privilege, encryption, audit logging, secure development, vendor review, incident response and recovery remain core operating requirements.

Validation

Staged evidence program

Analytical verification, capture reliability, usability, functional relevance and implementation value must be evaluated separately.

This page does not claim an external security audit, certification, blanket HIPAA compliance or validated diagnostic performance.

Technical diligence questions

A serious technical review should distinguish product capability from evidence, compliance and scale readiness.

What is proprietary?

The patent-pending system and method portfolio, longitudinal functional-data structure, workflow design and accumulated implementation know-how.

What is truly live?

A smartphone-first alpha/MVP with structured capture, 2D landmarks, basic metrics, reports, surveys, cloud foundation, web administration and one longitudinal workflow.

What is not live?

Named EMR integrations, enterprise-scale deployment, validated predictive models and formal clinical-performance claims.

What unlocks scale?

Repeatable provider value, independent evidence, secure operations, paid-pilot conversion and a stable integration contract.

Download the technology brief

The downloadable brief includes the high-level architecture, current-versus-planned scope, AI controls, interoperability roadmap, validation plan, technical FAQ and diligence checklist.