Ideas with impact Carnegie Mellon University2026 McGinnis · Final round · Gebhardt Sandbox Fund Prize
American Heart Association2025 Health Tech Competition · Semifinalist

Clinical patterns. Continuous progress.

Your practice.
Decoded.

Specialist-led, human-validated AI extracts patterns from your clinical reasoning and tracks your progress to build an evolving knowledge profile.

Your answers, presentations, and bedside questions guide automatically curated PubMed article summaries, YouTube explainers, and emergency medicine videos—matched to what you need next.

Built by emergency physiciansiPhone + Apple Watch
Illustration of a resident presenting a case to an attending at the bedside, with an iPhone lying flat on the desk recording their discussion for presentation feedback.
Presentation feedback · Pilot Your clinical patterns.
Your evolving curriculum.

A world of medicine. Focused on you.

Your knowledge gaps.
Your next essential insight.

Questions, research, and visual learning come together around the gaps in your knowledge.

Pediatric resuscitation illustration
01 / PediatricsSmall patients.
Critical decisions.
Microbiology illustration
02 / MicrobiologyUnderstand
the mechanism.
Aortic anatomy illustration
03 / VascularConnect the signs.
Recognize the risk.
Neurologic examination illustration
04 / NeurologyLook closer.
Think deeper.
Clinician considering medication selection
05 / TherapeuticsMake the next
choice count.

01 / The connective tissue

Your patterns, revealed.
Your progress, recorded.

MedQ-AI connects your answers, presentations, and bedside reasoning to reveal recurring patterns and track progress over time. Your evolving profile guides the questions, research, and videos selected for you.

Your knowledgePROFILEBuilt from your learning

From your answers

Turn a missed question into a clear next step.

Your answer choices help identify the specific concepts that need reinforcement. Related questions, reading, and videos give you a focused way forward.

PracticeReadWatch

Specialists set the standard.

Human oversight and validation shape the educational approach. AI helps connect the signals and personalize the next step—starting with emergency medicine.

02 / New ways to learn from practice

Clinical experience becomes
educational intelligence.

Two clinical tools. One connected knowledge profile. Bring the way you communicate and reason into your individualized education.

New · Resident Presentation NLP · Pilot

Reveal the patterns
in your reasoning.

Turn resident–attending presentations into succinct, actionable feedback. Revisit the key points, notice patterns across presentations, and use those insights to guide what you learn next.

Connects to your knowledge profile
Test-build NLP screen with Resident Presentation Support, labeled Synthetic Case Pilot, and Decision Assist
Resident Presentation SupportFeedback that reveals
what to focus on next.
App preview · synthetic case pilot

Rebuilt · Bedside Clinical Assist

Your bedside questions.
Your next learning priorities.

Focused support for clinical reasoning, rebuilt to connect bedside learning with your knowledge profile. The questions you work through help shape individualized education beyond the encounter.

Connects to your knowledge profile
Illustration of an emergency physician reviewing information during a night shift
The learning connection
Clinical reasoningKnowledge profile
Education that follows your practice.

03 / A feed with a purpose

Your knowledge profile.
Your curated video feed.

YouTube explainers and emergency medicine videos selected for the concepts you need to strengthen.

Move from a missed question to a focused lesson. Short videos and longer explainers connect to your learning gaps, with the reason for each recommendation visible in the app.

Inside this sample feedPulmonology

Question 37 identified a gap around pulmonary embolism imaging. The feed brings related lessons together for that specific concept.

01 / 03

Swipe or use the controls to explore. App screenshots, not video playback.

ClinCurrent short on pulmonary embolism imaging, with the Q37 knowledge-gap match visibleMDSteps pulmonary embolism short selected for the same learning gapDPMI India pulmonary angiography explainer in the personalized feed

YouTube content remains credited to its creators.

Personalized evidence feed with a study focus and article matched to the learner's latest gap
From a learning gapTo research
that moves you forward.

04 / Individualized evidence

PubMed research.
Curated. Summarized. Yours.

Your knowledge profile drives a personalized PubMed feed. MedQ-AI automatically selects relevant articles and surfaces concise summaries, with links to the original research for the complete findings and context.

01

A specific study focusBuilt from the concepts you need to revisit.

02

A reason for the recommendationSee the connection to your knowledge gap.

03

A path to the original evidenceRead the source, methods, and limitations.

Designed around real clinical life

Between patients.
Before a shift.
Whenever you have
a moment.

Focused questions. Relevant evidence. Visual explanations. Build knowledge in the time you actually have.

iPhoneApple WatchEmergency medicine

Help shape the next chapter

Better with
your feedback.

Your practice is the signal.

Build the intelligence
behind your next advance.

Discover MedQ-AI on the App Store

Specialist-led. Human-validated. Built around you.