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The Comprehension OS™ for Healthcare

Healthcare Measures Everything
Except Understanding.

EquiVox™ is the Comprehension Operating System™ that transforms clinical communication into measurable, verified patient understanding.

Built for health systems, DSOs, payers, and clinical organizations that need verifiable understanding — not assumptions.

Transform

1.

Transform

EquiVox™ converts clinical documentation into clear, patient-ready communication aligned to literacy, language, and cultural context.

Verify

2.

Verify

Claros™ evaluates whether patients demonstrate real understanding through structured teach-back interaction and generates a Comprehension Score™.

Record

3.

Record

Every explanation, response, and comprehension outcome is securely logged to create a complete communication audit trail.

The Most Expensive Failure
in Healthcare Is Misunderstanding.

Healthcare documents information. It rarely verifies whether patients truly understood it.

What EquiVox Is

A New Infrastructure Layer for Healthcare Communication

EquiVox™ is not:

A chatbot
A patient portal
A translation tool
An AI scribe

EquiVox™ is a multilingual AI middleware system designed to transform clinical communication into measurable understanding.

The platform operates as a closed-loop architecture where information is transformed, verified, and recorded before critical communication workflows move forward.

FHIR / HL7 integration EHR interoperability Multilingual delivery Human-in-the-loop oversight Audit-ready architecture
The Comprehension Score™

Understanding Becomes Measurable.

The Comprehension Score™ is an AI-generated signal designed to help quantify demonstrated patient understanding.

The Comprehension Score™

Understanding Becomes Measurable.

Rather than relying on checkbox confirmations, EquiVox™ evaluates whether key concepts were actually understood.

The score may support:

Communication reinforcement
Follow-up prioritization
Workflow visibility
Comprehension analytics
Risk identification
Dashboard

Enterprise Dashboard

Real-time comprehension data across your patient population. Clean, sophisticated, built for clinical operations.

Financial & Operational Impact

Confusion Creates Operational Loss.

Communication failures affect more than patient experience.

Preventable cancellations
Failed pre-op preparation
Treatment abandonment
Unnecessary clarification calls
Operational inconsistency
Revenue leakage

EquiVox™ helps organizations reduce communication-driven operational friction by making understanding measurable and actionable.

Protect Revenue Already Scheduled.

DSO / Practice

Protect Revenue Already Scheduled.

EquiVox™ reinforces critical patient communication before appointments, helping reduce failures caused by misunderstood instructions, financial confusion, and incomplete preparation.

Hospitals

Reduce Communication-Driven Risk.

EquiVox™ helps support discharge clarity, consent reinforcement, and multilingual patient understanding across complex healthcare environments.

Reduce Communication-Driven Risk.
Academic Institutions

Training the Next Generation of Clinicians for the AI Era

EquiVox™ may also support academic institutions through AI-assisted communication simulation and competency development.

Academic Institutions
Informed consent training
Multilingual communication
Emotionally difficult conversations
Patient comprehension verification
Communication competency support

Designed to augment faculty-led education — not replace it.

Testimonials

Trusted by the people inside the system

Dr. Marcus Reid

Chief Medical Officer, Regional Health Network

For the first time, I have a system that tells me whether my patients actually understood what I explained. The Comprehension Score™ has changed how I think about consent entirely.

Priya Nair

VP of Patient Experience, St. Clair Medical Centre

Our readmission rate dropped measurably within the first quarter of deploying EquiVox. Patients were coming back better prepared and asking the right questions.

Dr. Yolanda Ferris

Attending Physician, University Health System

I have spent 20 years watching patients nod and sign forms they don't understand. EquiVox is the first tool that actually fixes that problem instead of documenting around it.

Sandra Okafor

Director of Nursing, Metropolitan DSO

Patients with lower health literacy respond completely differently when they're given information in plain language and actually asked to demonstrate understanding. EquiVox made that possible at scale.

Dr. James Tobias

Clinical Strategy Lead, EquiVox Pilot Partner

The infrastructure moment is here. EquiVox is doing for comprehension what EHRs did for records, making it the default rather than the exception.

Maria Lopez

Patient, UCC Colombia Pilot

I have always felt confused leaving doctor appointments. With EquiVox, I actually understood my diagnosis in Spanish, in words I recognized. I left feeling in control of my own health for the first time.

Prof. Alan Whitmore

Health Informatics, MIT

The strategic evaluation was exceptional. EquiVox identified a genuine infrastructure gap in healthcare and built a scalable, defensible solution around it. This is the kind of work that defines a new category.

Validation

Validated in the Environments That Define Care

From academic recognition to real-world clinical collaboration, EquiVox™ is helping establish a new framework for measurable healthcare communication.

Harvard Medical School

Top 3 Capstone Innovation Recognition

MIT

AI Strategy & Systems Training

UCC Colombia

Clinical Pilot Collaboration

Patent Strategy

Foundational IP & Comprehension Architecture Development

Learn More

Frequently Asked Questions

Key questions about how EquiVox™ works across healthcare environments. Can't find the right answer here? Get in touch

The Comprehension Score™ is an AI-generated signal designed to help quantify whether a patient has demonstrated meaningful understanding of their clinical information. Rather than relying on checkbox confirmations, EquiVox™ evaluates structured patient responses to help identify whether key concepts were understood, partially understood, or may require reinforcement.

Claros™ uses structured teach-back interaction. Patients are asked to explain their care in their own words rather than simply confirming understanding. The system analyzes communication patterns associated with comprehension, clarity, and retention to help support follow-up communication and workflow visibility.

EquiVox™ is designed as a middleware layer that integrates with existing healthcare infrastructure rather than replacing it. The platform supports standard healthcare protocols and APIs, including FHIR and HL7, allowing organizations to integrate EquiVox™ across EHRs, telehealth platforms, and other clinical environments.

No. EquiVox™ is designed to support communication clarity and comprehension verification while maintaining clinician oversight and human decision-making. The platform functions as a communication support and intelligence layer — not as a replacement for clinical expertise.

Yes. EquiVox™ is designed to support configurable communication workflows across healthcare environments, including hospitals, DSOs, specialty practices, and academic institutions. Communication logic, escalation pathways, and reinforcement workflows can be adapted to organizational and clinical needs.

EquiVox™ is being designed with HIPAA-aligned security and privacy principles as a foundational requirement. The platform includes encrypted data handling, role-based access controls, auditability, and secure communication architecture designed to support enterprise healthcare environments.

Dr. Lia Patricia Gallo-Urrego

If understanding becomes mandatory, this becomes ubiquitous.

Dr. Lia Patricia Gallo-Urrego, Founder & CEO, EquiVox

Dr. Lia Patricia Gallo-Urrego

Founder & CEO

Dr. Lia Patricia Gallo-Urrego

Our Founder

Built from the
inside out.

"I Have Been the Doctor. I Have Been the Patient."

Dr. Lia brings over 30 years of clinical experience across the United States and Latin America, combined with advanced training in artificial intelligence at Harvard Medical School and MIT.

She has also experienced what it feels like to sit on the other side of the system — receiving complex medical information, facing uncertainty, and realizing how easily understanding can be assumed, but not confirmed.

EquiVox™ was built from that realization: that information is not enough. Understanding must be verified.

Recognition

Harvard Medical School Top Capstone Award

Training

MIT AI Strategy & Systems

The Future of Healthcare Requires More Than Documentation.

It Requires Understanding.

Request a Demo → Contact EquiVox →