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Physician-Led Health AI Consulting

Your AI passed the benchmark. Can it survive the bedside?

We are emergency physicians and researchers who make sure it does not fail where it matters. We provide clinical validation, workflow design, and adoption strategy for teams building AI in healthcare.

Book a 30-Min AI Triage How We Work
Contributing Physician — OpenAI HealthBench Evaluation Published in Nature · JAMA · NEJM · Lancet NIH-Funded Researchers Faculty — Icahn School of Medicine at Mount Sinai Hosts — The STAT AI Podcast ACEP AI Committee

Health AI has a last-mile problem.

Models are getting smarter. Products are getting funded. Adoption rates stay flat because most teams skip the hardest part: making it work in the workflow, with real clinicians, under real conditions. That is the gap we fill.

What you get

  • Workflow stress-testing under real ED constraints: overload, handoffs, alert fatigue, and time pressure
  • Use-case triage to separate high-adoption opportunities from low-yield ideas
  • Clinical UX review from active emergency physicians
  • Adoption and change strategy for frontline teams
  • Regulatory and safety readiness for governance, bias, and compliance pathways

What you don't need us for

  • Model training or fine-tuning
  • Data pipeline engineering
  • Custom software development
  • Cloud architecture implementation
  • EHR integration engineering

How We Work

AI Triage Call

30 min · free

We assess whether you have a real clinical AI problem and where to focus first.

Clinical Sprint

2-4 weeks · project-based

Workflow audit, use-case validation, UX review, and a concrete clinical strategy deliverable.

Fractional Clinical Officer

Ongoing · monthly retainer

Embedded clinical advisory for product teams without a physician operator on staff.

Who We Are

Ethan Abbott DO MSCR FACEP

Emergency physician, researcher, and co-founder focused on clinical validation for AI products in high-acuity care settings.

Contributing physician in OpenAI's HealthBench evaluation, helping evaluate the accuracy and quality of model-generated health-related responses to improve the safety of AI models on health-related questions.

DJ Apakama MD MS FACEP

Emergency physician, researcher, and co-founder focused on workflow design, clinical usability, and adoption strategy for health AI teams.

Two EM physicians. 40,000+ patient encounters. Published in Nature, JAMA, Lancet. Still on shift.

Hear how we think

Ready for a clinical gut-check before you ship?

Book an AI Triage Call