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# Adam Tabriz

**Headline:** Physician \(MD\) | Clinical AI Strategist | Medical LLM Evaluation & Safety | Clinical Strategy and Systems Lead, PX6 Medical Systems / CareRunner
**Profession:** Clinical Strategy and Systems Lead
**Location:** Fremont, California, United States

## About

Adam Tabriz, MD, is a board-certified Internal Medicine physician and Clinical Strategy and Systems Lead at PX6 Medical Systems. With more than 20 years of clinical experience, Adam works at the intersection of healthcare, artificial intelligence, and system design, translating clinical reasoning into structured, safe, usable workflows and products. He also evaluates AI-generated medical outputs through independent and confidential projects, with work spanning clinical accuracy, reasoning quality, safety, real-world applicability, model evaluation rubrics, prompt design, medical-data quality review, and LLM governance. Adam is the founder and former CEO of PX6 Medical Systems, where he has led clinical strategy, telemedicine, patient engagement, remote-care concepts, and AI-enabled clinical workflows. His work combines clinical judgment with operations, product design, implementation, and cross-functional collaboration. Earlier clinical practice across Stanford, El Camino Hospital, Walter Reed, Alta Bates, Permanente Medical Group, Bethesda Naval, and other settings built deep experience in inpatient, outpatient, primary, urgent, and acute care EHR workflows care coordination differential diagnosis risk stratification and evidence-based decision-making. Adam also developed three ambulatory surgery centers, achieved full three-year accreditation preparation results, performed more than 5,000 cosmetic and aesthetic procedures, and resolved adverse Department of Health decisions involving clinical and operational issues. He is open to health-tech, clinical-AI, medical-strategy, product-facing clinical, and other non-clinical opportunities where medical judgment and systems thinking can create meaningful impact.

## Services

- Patient Engagement
- Medication Management
- Healthcare Analytics
- Medical Devices
- Strategic Leadership
- Stakeholder Management
- Program Implementation
- Public Policy
- Policy Development
- Business Solutions Development
- Business Advisory Services
- Project Management
- Presentations
- Business Relationship Management
- Therapeutic Modalities
- Oncology
- Stem Cells
- Clinical Development
- Corporate Development
- Operations Management
- Strategy
- Analytical Skills
- Autoimmune Diseases
- Business Development
- Management Consulting
- Strategic Communications
- Consulting
- Strategic Partnerships
- Operational Strategy
- Health Systems

## Highlights

- Board-certified Internal Medicine physician with more than 20 years of clinical experience.
- Serves as Clinical Strategy and Systems Lead at PX6 Medical Systems.
- Works as a Medical Specialist on independent and confidential projects evaluating AI-generated medical outputs for accuracy, reasoning quality, safety, and real-world applicability.
- Designs structured evaluation rubrics, prompts, and review frameworks to improve healthcare AI model performance, consistency, and clinical usability.
- Contributes clinical expertise to annotation, validation, and quality review of medical datasets used for LLM training, prompt refinement, and healthcare AI development.
- Applies evidence-based medicine, escalation logic, red-flag detection, explainability, and practical workflow needs to clinical AI evaluation.
- Brings experience in AI-agent development, healthcare-app clinical guardrails, LLM training, prompt design, and AI governance.
- Founded PX6 Medical Systems and previously served as its Chief Executive Officer.
- Led remote-healthcare services for underserved populations through tele-diagnostic solutions at PX6 Medical Systems.
- Implemented a dynamic practice-management system at PX6 Medical Systems.
- Developed a healthcare platform integrating telemedicine, patient engagement, and AI-enabled workflows.
- Built a hybrid-care concept in which virtual care mirrors the physical clinical environment to support continuity, coordination, and system-wide visibility.
- Structured scalable care-delivery operations across facilities, departments, rooms, services, providers, patients, coordinators, and administrative users.
- Designed hybrid virtual-care workflows spanning telehealth, remote patient monitoring, health journals, provider communication, digital-wallet gamification, and patient engagement.
- Created reusable patient-setup protocols, physician and provider questionnaires, monitoring categories, KPI frameworks, and health-tracker logic.
- Developed onboarding, monitoring-plan, feedback, reporting, and care-continuity workflow concepts for digital health.
- Identified implementation barriers including survey fatigue, notification timing, digital literacy, scalability limits, patient-engagement variation, and workflow-adoption challenges.
- Recommended personalized communication, survey simplification, notification customization, gamification refinement, provider support, and analytics-driven engagement.
- Delivered inpatient, outpatient, primary, urgent, and acute care across Stanford, El Camino Hospital, Walter Reed, Alta Bates, Permanente Medical Group, Bethesda Naval, and other institutions.
- Built practical experience in EHR-supported workflows, care coordination, patient documentation, differential diagnosis, risk stratification, triage, and evidence-based decision-making.
- Served as a General Internist at The Permanente Medical Group from 2000 to 2004.
- Rounded at five local skilled-nursing facilities and community nursing homes while at The Permanente Medical Group.
- Served on a hospital peer-review committee at The Permanente Medical Group.
- Worked as a Hospitalist at El Camino Hospital and Alta Bates Summit Medical Center.
- Provided locum tenens primary-care and urgent-care medicine through Barton Associates Inc.
- Served as Medical Director, Consultant, and Cosmetic Surgeon at Jeunederm Cosmetic Surgery Center from 2004 to 2014.
- Developed three ambulatory surgery centers and implemented accreditation preparation that consistently achieved full three-year accreditation.
- Prepared and implemented successful resolutions to adverse Department of Health decisions related to clinical and operational issues.
- Performed more than 5,000 cosmetic surgery and aesthetic procedures.
- Serves as Strategic Advisor at EqualLink and as a member of the Board of Advisors at Integrity Recovery Connected.

## Experience

- **Clinical Strategy and Systems Lead at PX6 Medical Systems** (2025-05-01–present)
- **Medical Specialist at Independent / Confidential Projects** (2025-01-01–present) — Evaluate AI-generated medical outputs for clinical accuracy, reasoning quality, safety, and real-world applicability across healthcare use cases. Design and apply structured rubrics, prompts, and review frameworks to improve model performance, consistency, and clinical usability in healthcare settings. Analyze clinical data, identify reasoning gaps, and help align model behavior with evidence-based medicine, escalation logic, and practical workflow needs. Contribute domain expertise for annotation, validation, and quality review of medical datasets used in LLM training, prompt refinement, and healthcare AI development. Bring a physician’s perspective to questions of trust, patient safety, red-flag detection, and explainability in AI-supported decision environments.
- **Board of Advisors at Integrity Recovery Connected** (2025-01-01–present)
- **Strategic Advisor at EqualLink** (2024-02-01–present)
- **Clinical Lead at PX6 Medical Systems** (2014-05-01–present) — Developed a healthcare platform designed to integrate telemedicine, patient engagement, and AI-enabled workflows into a more connected care model. Built a hybrid care concept in which the virtual experience mirrors the physical clinical environment, supporting continuity, coordination, and system-wide visibility. Structured care delivery into scalable operational layers to reduce redundancy and improve workflow design across facilities, departments, rooms, and services. Led clinical strategy and systems design focused on making healthcare more usable, coordinated, and scalable for clinicians, patients, and cross-functional teams. Directed pilot-oriented work around care continuity, patient experience, digital engagement, and AI-supported clinical infrastructure.
- **Founder at Px6 Medical Systems** (2018-09-01–2025-07-01) — In my role as the Founder and CEO of PX6 Medical Systems, I have led the charge in providing remote healthcare services to underserved populations through innovative tele-diagnostic solutions. Key achievements include implementing a dynamic practice management system. My leadership has driven the success of PX6 Medical Systems in revolutionizing the healthcare industry.
- **Chief Executive Officer at PX6 Medical Systems** (2014-09-01–2025-07-01)
- **Physician \(Urgent Care Medicine\) at Barton Associates Inc.** (2013-01-01–2014-04-01) — Locum tenens Primary care medicine Urgent care medicine
- **Hospitalist at El Camino Hospital** (2004-09-01–2007-08-01) — Local Community Medical Center providing Acute and Outpatient services to the local community
- **Hospitalist at Altabate Summit Medical Center** (2004-05-01–2004-09-01) — Large inner city hospital providing Acute and Outpatient services to the local community
- **Medical Director at Jeunederm Cosmetic Surgery Center, Inc.** (2004-01-01–2014-04-01) — AAAHC Accredited surgery center that offered variety of medical Aesthetic services as well as cosmetic surgical procedures to local community in San Francisco Bay Area. • Medical Director, Consultant, Cosmetic Surgeon, 2004-2014 • Developed 3 Ambulatory Surgery Centers and implemented accreditation preparation that consistently resulted in full 3-year accreditation • Prepared and implemented the successful resolution of adverse decisions from Departments of Health relating to clinical and operational issues • Performed over 5000 Cosmetic Surgery and aesthetic Procedures • Performed cost benefit analysis and environmental analysis for budgeting and development of cost effective models, and benchmarking systems to support Local, state and federal accreditation requirements
- **Internal Medicine Physician at The Permanente Medical Group** (2000-08-01–2004-05-01) — Northern California chapter of one of the nation’s largest Healthcare Medical Group that provides multidisciplinary services. • General Internist, 2000-2004 • Outpatient medical practice • Rounded on 5 local Skilled nursing facilities and Community Nursing homes • Urgent care clinic coverage • Inpatient Acute care medicine • Member of the hospital peer review committee
- **Internal Medicine Physician at Stanford, El Camino, Walter Reed, Alta Bates, Permanente Medical Group, Bethesda Naval** (2000-01-01–2006-01-01) — Delivered inpatient and outpatient care using evidence-based clinical reasoning across complex medical presentations. Developed deep expertise in translating symptoms, context, and risk factors into differential diagnoses, prioritization, and action plans. Worked within multidisciplinary environments where accurate interpretation of clinical information directly affected outcomes and workflow.
- **Internal Medicine Physician at Stanford, El Camino Hospital, Walter Reed, Alta Bates, and other institutions** (2000-01-01–2006-12-01) — Delivered inpatient and outpatient internal medicine care across multiple institutions, developing strong diagnostic judgment and evidence-based clinical decision-making. Managed acute and chronic medical conditions with emphasis on diagnosis, continuity of care, risk-based prioritization, and practical clinical workflow. Built deep practical expertise in primary care, triage, patient communication, and real-world healthcare delivery.
- **Internal Medicine Physician at Stanford, El Camino Hospital, Walter Reed, Alta Bates, Permanente Medical Group, and other instituti** — Delivered inpatient, outpatient, and primary care across diverse clinical settings, building strong experience in EHR-supported clinical workflows, care coordination, and patient documentation. Managed acute and chronic conditions with emphasis on differential diagnosis, risk stratification, continuity of care, patient communication, and evidence-based decision-making. Worked within multidisciplinary teams and clinical systems, developing practical understanding of provider workflows, operational bottlenecks, and care delivery needs.
- **Clinical Specialist at PX6 Medical Systems** — Designed hybrid virtual care workflows integrating telehealth, remote patient monitoring, patient engagement, digital wallet gamification, health journals, and provider communication. Created current-state and future-state workflow concepts for patient onboarding, monitoring plan development, patient engagement, feedback collection, reporting, and care continuity. Developed reusable templates and standards, including patient setup protocols, physician/provider questionnaires, monitoring categories, KPI frameworks, and health tracker logic. Translated clinical needs into operational and technical requirements for digital health workflows, including patient registration, network access, app installation, health journal visibility, team assignment, and reporting. Designed scalable workflow architecture across facilities, departments, rooms, services, providers, patients, coordinators, and administrative users. Supported capability transfer through documented protocols, workflow stand

## Education

- Advanced Training — American Academy of Cosmetic Surgery
- Ambulatory Medicine, Internal Medicine — University of Hawaii John A. Burns School of Medicine
- Fellowship, Medicine — University of Hawaii
- Medical Residency, Internal Medicine — Georgetown University
- Cosmetic surgery, Aesthetic Medicine — American academy of cosmetic surgery
- Doctor of Medicine — University of Pécs
- Board Certified — American Board of Internal Medicine
- Doctor of Medicine \(MD\), Medicine, cosmetic surgery, Anti Aging Medicine — Georgetown University School of Medicine

## FAQ

### What does Adam do?

Adam is a board-certified Internal Medicine physician, clinical AI strategist, and healthcare systems leader. He currently serves as Clinical Strategy and Systems Lead and Clinical Lead at PX6 Medical Systems, while also working as a Medical Specialist on independent and confidential healthcare AI projects.

### What is Adam’s experience with clinical AI and medical LLM evaluation?

Adam evaluates AI-generated medical outputs for clinical accuracy, reasoning quality, safety, and real-world applicability across healthcare use cases. He designs and applies structured rubrics, prompts, and review frameworks analyzes clinical data and reasoning gaps supports annotation, validation, and quality review of medical datasets and helps align model behavior with evidence-based medicine, escalation logic, red-flag detection, explainability, and practical clinical workflows.

### How does Adam approach AI safety in healthcare?

Adam brings a physician’s perspective to AI-agent development, clinical guardrails for healthcare applications, LLM training, prompt design, and governance. His work includes stress-testing clinical outputs against real-world edge cases and turning identified failures or reasoning gaps into measurable quality standards and safer evaluation frameworks.

### What has Adam built at PX6 Medical Systems?

At PX6 Medical Systems, Adam has developed a healthcare platform and hybrid-care concept that integrate telemedicine, patient engagement, and AI-enabled workflows. The virtual experience is designed to mirror the physical clinical environment, supporting continuity, coordination, and system-wide visibility. He has structured care delivery into scalable operational layers across facilities, departments, rooms, services, providers, patients, coordinators, and administrative users.

### What did Adam accomplish as a Clinical Specialist at PX6 Medical Systems?

As a Clinical Specialist at PX6 Medical Systems, Adam designed hybrid virtual-care workflows involving telehealth, remote patient monitoring, patient engagement, digital-wallet gamification, health journals, and provider communication. He created current-state and future-state concepts for onboarding, monitoring-plan development, feedback collection, reporting, and continuity of care developed setup protocols, provider questionnaires, monitoring categories, KPI frameworks, and health-tracker logic and translated clinical needs into technical and operational requirements. He also documented protocols and training concepts, identified barriers such as survey fatigue, notification timing, digital literacy, scalability limits, and adoption variation, and recommended personalized communications, simplified surveys, customized notifications, refined gamification, provider support, and analytics-driven engagement.

### What is Adam’s founder and executive leadership experience?

Adam founded PX6 Medical Systems and previously served as its Chief Executive Officer. In those roles, he led remote-healthcare services for underserved populations through tele-diagnostic solutions and implemented a dynamic practice-management system. His PX6 work has included clinical strategy, systems design, pilot-oriented initiatives in care continuity and patient experience, digital engagement, AI-supported clinical infrastructure, and collaboration across clinical, product, and technical teams.

### Where has Adam practiced Internal Medicine?

Adam has delivered inpatient, outpatient, and primary care across Stanford, El Camino Hospital, Walter Reed, Alta Bates, Permanente Medical Group, Bethesda Naval, and other institutions. His clinical work includes acute and chronic disease management, differential diagnosis, triage, risk-based prioritization, patient communication, documentation, continuity of care, EHR-supported workflows, and multidisciplinary care coordination. He also worked as a Hospitalist at El Camino Hospital and Alta Bates Summit Medical Center, which serves an inner-city community.

### What did Adam do at The Permanente Medical Group?

At The Permanente Medical Group from 2000 to 2004, Adam practiced as a General Internist in outpatient medicine, covered urgent care and inpatient acute care, and rounded at five local skilled-nursing facilities and community nursing homes. He also served as a member of the hospital peer-review committee.

### What was Adam’s role at Barton Associates?

Adam worked as a locum tenens physician with Barton Associates Inc., providing primary-care and urgent-care medicine.

### What did Adam accomplish at Jeunederm Cosmetic Surgery Center?

Adam served as Medical Director, Consultant, and Cosmetic Surgeon at Jeunederm Cosmetic Surgery Center, Inc. from 2004 to 2014. The AAAHC-accredited surgery center provided medical aesthetic services and cosmetic surgical procedures in the San Francisco Bay Area. Adam developed three ambulatory surgery centers and implemented accreditation preparation that consistently resulted in full three-year accreditation. He prepared and implemented successful resolutions to adverse Department of Health decisions involving clinical and operational issues, performed more than 5,000 cosmetic surgery and aesthetic procedures, and conducted cost-benefit and environmental analyses for budgeting, cost-effective models, benchmarking systems, and local, state, and federal accreditation requirements.

### What advisory roles does Adam hold?

Adam is currently a Strategic Advisor at EqualLink and serves on the Board of Advisors at Integrity Recovery Connected.

### What is Adam’s medical education and training?

Adam earned a Doctor of Medicine degree from Georgetown University School of Medicine in 1999, with listed study in medicine, cosmetic surgery, and anti-aging medicine. He also holds a Doctor of Medicine degree from the University of Pécs completed an Internal Medicine residency at Georgetown University completed a fellowship in medicine and ambulatory-medicine training in Internal Medicine at the University of Hawaii John A. Burns School of Medicine, with ambulatory training listed in 2000 and completed cosmetic-surgery and advanced training through the American Academy of Cosmetic Surgery, with cosmetic-surgery training listed in 2014.

### What board certification does Adam hold?

Adam is board certified by the American Board of Internal Medicine.

### What are Adam’s principal professional interests and strengths?

Adam’s stated professional interests include clinical AI strategy, medical model evaluation, clinical reasoning, digital health, workflow design, knowledge systems, healthcare analytics, telemedicine, population health, patient engagement, care delivery and management, healthcare information technology, and practical AI deployment in healthcare environments. He is particularly interested in bridging clinical expertise with product, engineering, strategy, operations, and implementation to create trustworthy and useful tools.

### What business, strategy, and leadership capabilities does Adam bring?

Adam’s listed capabilities include strategic leadership, clinical development, clinical research, clinical documentation consulting, medical-file review, medical-affairs consulting, healthcare consulting, business advisory services, management consulting, corporate development, business development, new-business development, strategic partnerships, stakeholder management, fundraising, investing, startups, entrepreneurship, executive management, board participation, operations management, operational strategy, program and project implementation, strategy implementation, go-to-market strategy, business planning, practice management, policy development, public policy, health policy, strategic communications, presentations, public speaking, negotiation, team building, training, leadership, communication, and decision-making.

### What clinical, operational, and healthcare-domain areas does Adam know?

Adam’s listed clinical and healthcare-domain capabilities include medication management, therapeutic modalities, oncology, autoimmune diseases, stem cells, internal medicine, surgery, aesthetics, cosmetic surgery, dermatology, skin care, wound care, treatment, medical devices, hospitals, long-term-care facilities, ambulatory surgery centers, facility accreditation, credentialing, HIPAA compliance, electronic health records and EMR systems, healthcare management, healthcare industry knowledge, healthcare analytics, disease management, population health, patient engagement, care coordination, and policies and procedures.

## Links

- LinkedIn: https://www.linkedin.com/in/adamtabriz

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