Health Technology & AI Advisory
Clear, practical medical insight that industry teams can rely on.
I provide clinical advisory support for health technology and AI teams seeking real-world emergency medicine perspective. This work focuses on ensuring that products intended for acute care settings are clinically sound, usable under time pressure, and aligned with patient safety and workflow realities.
Advisory engagements are independent, scope-defined, and grounded in contemporary emergency medicine practice rather than theoretical or retrospective assumptions.
Scope of Work
Health technology advisory services may include:
Clinical review of product concepts, features, and use cases
Evaluation of clinical assumptions and decision logic
Guidance on emergency department workflow integration
Review of ECG, cardiovascular, and time-sensitive clinical logic
Input on safety considerations, failure modes, and edge cases
Support for clinical validation, pilots, and implementation planning
This work is advisory in nature and does not include product endorsement.
Areas of Focus
My advisory work most commonly involves products related to:
Emergency department decision support
Cardiovascular and ECG-driven tools
AI-assisted triage, risk stratification, or alerts
Diagnostic support for time-sensitive conditions
Clinical workflow optimization in acute care settings
Tools intended for frontline clinician use under cognitive load
This list is not exhaustive and does not imply availability for all projects.
Approach to Clinical Advisory
Advisory work is guided by:
How decisions are actually made in acute care medicine
Time pressure, uncertainty, and competing priorities
Risk of over-automation or false reassurance
Clear articulation of assumptions and limitations
Alignment with real-world clinician behavior and constraints
The goal is not theoretical optimization, but practical clinical reliability.
Engagement Process
Health-tech advisory engagements follow a structured process:
Initial inquiry describing the product and advisory need
Scope clarification and conflict screening
Confirmation of engagement terms
Advisory review and feedback
Follow-up discussion when appropriate
Not all inquiries result in an engagement.
Disclosures & Boundaries
Advisory services are non-clinical and do not involve patient care
No physician-patient relationship is established
Advisory work does not constitute product endorsement
Regulatory, legal, and commercial decisions remain the responsibility of the organization
Engagements proceed only after scope definition and written agreement
Why Work With Me
Frontline emergency medicine perspective
Advisory input reflects active clinical practice in high-acuity emergency settings.
Cardiovascular and ECG expertise
Fellowship training and focused academic work in cardiovascular emergencies and ECG interpretation.
Clinical realism
Emphasis on how tools perform under time pressure, uncertainty, and workflow constraints.
Independent judgment
Advisory opinions are formed independently and are not contingent on commercial outcomes.
Request a Health-Tech Advisory Inquiry
Organizations seeking clinical advisory support may submit a professional inquiry through the contact page. Please include a brief description of the product, intended clinical setting, and advisory goals. Scheduling is offered only after scope and fit are confirmed.
For medicolegal case review or health system consulting, please return to the Consulting page.
For patient-related services, including concierge or personal injury care, please visit the Concierge & Private Care section.