“He who studies medicine without patients does not go to sea at all.” — Sir William Osler
Become the doctor
others study to be.
Students who train with simulation score higher on OSCEs, secure Clinical Honors, and achieve higher Step 2 CK scores. This is your sim lab, 24/7.
A culturally intelligent simulated attending that interrupts you, challenges your differential, and builds the clinical reasoning muscle memory you need.
100+
sessions completed
10+
students training
12
AI physicians
6
ACGME competencies
Students from UCR SOM, Keck SOM, UCLA DGSOM, Stanford, UCSF, and more
You can't study your way to clinical skills.
Reading about patient presentations is not the same as doing them. The research is clear.
Simulation works better than lectures.
Across 59 randomized trials, simulation-based training produced significantly better outcomes than traditional instruction.
Frontiers in Medicine, 2023
9,541 applicants didn’t match in 2025.
47,208 applicants competed for 41,503 positions. The gap is at a record high. Clinical performance separates matched from unmatched.
NRMP 2025 Main Residency Match Data
AI-trained students score higher on OSCEs.
In a 247-student randomized trial across two medical schools, students who trained with AI scored significantly higher on clinical exams.
NEJM AI, 2025
The Evidence-Based Loop
Prove it to yourself in 10 sessions.
Take Your Baseline
Before you start, present a standardized clinical case to our AI attending. Get your baseline Clinical Readiness Score across 6 ACGME competencies.
Practice for 10 Days
Research shows 10 sessions of active simulation significantly improves OSCE performance. Build your streak, level up your Clinical Rank, and get interrupted by attendings.
The Retest
After 10 sessions, take your Retest. See the undeniable data showing exactly how much your Clinical Reasoning and Empathy scores have spiked.
The Clinical Dopamine Loop
Get hooked on getting Clinical Honors.
Studying sucks. We gamified clinical mastery. Every session earns XP, builds your streak, and maps directly to the skills proven to increase Step 2 CK scores.
Clinical Rank
PGY-1
Level 12
12-Day Streak
Practice daily, level up weekly
The Loop
Practice
Voice sim with AI attending
Score
6 ACGME competencies rated
Level Up
XP + Match Score increase
Compete
Climb the leaderboard
Why This Is Different
Not a chatbot. Culturally intelligent clinical simulation.
The difference between reading about swimming and getting thrown in the pool.
Voice-to-Voice
Real-time conversation with a simulated attending. Not text. Not multiple choice. You talk, they listen, they push back.
Real-Time Challenges
Talk too long on surgery rounds? Your attending cuts you off. Miss a key finding? Expect a Socratic question.
ACGME Scored
Every session scored on the same 6 competencies your program uses. Track your growth over weeks and months.
EHR-Ready Notes
Dictate your patient encounter. Get a formatted SOAP note, H&P, or consult note. Residents spend 5.8h/day in the EHR. Start learning efficient documentation now.
Pre-Med to Fellowship
12 practice modes. One platform.
Every critical transition in a medical career, covered.
Clinical Rounds
Present patients on the wards or in clinic — full H&P with Socratic grilling
Surgery Rounds
90-second presentations. Get interrupted.
USMLE Step 2 CK
Vignette-based Socratic rounds with scoring
Speed Study
Rapid-fire USMLE questions. No fluff.
Med School Interview
MMI prep with AAMC competencies
Residency Interview
NRMP priorities. Real pressure.
Fellowship Interview
Subspecialty interview practice
IMG Interview
Visa, gap years, ECFMG-ready
Pre-Med Tutoring
MCAT sciences with a patient mentor
High School Science
Bio, chem, anatomy for future doctors
Clinical Dictation
10 note types. Voice to EHR-ready.
Your Competitive Edge
UWorld teaches you what to know.
MedListo teaches you how to perform.
Clerkship Honors, OSCE scores, and residency interviews all test the same thing: can you think out loud under pressure? That's a skill you build by doing, not reading.
Clerkship Honors
Oral presentations are 30-40% of your clinical grade. Practice presenting cases until your attending can't trip you up.
Higher OSCE Scores
Students trained with intelligent simulation scored significantly higher on standardized clinical exams in a 247-student randomized trial.
Stronger Match
Over 9,000 applicants didn't match in 2025. Interview performance is the #1 factor programs can evaluate. Practice it.
Honest Comparison
Why students are switching.
We built what we wished existed during our own training.
UWorld
$560/yr
Their limitation
3,600 static MCQs. Boards only. No voice practice. No clinical reasoning feedback. No interview prep. Same questions for everyone.
MedListo
Unlimited adaptive clinical scenarios via voice. Every session is unique. ACGME scoring + teaching pearls after each question. Boards, clinical, interview, tutoring — all in one.
AMBOSS
$428/yr
Their limitation
MCQs + text library. No voice. No attending simulation. Harder than the real exam — damages confidence. Self-assessments cost extra.
MedListo
Voice-based Socratic rounds with real-time interruptions. Match Score (0-999) tracks growth across all 6 ACGME competencies, not just knowledge recall.
Osmosis AI
$200/yr
Their limitation
AI chat companion is text-only. Narrow scope: no clinical skills, no OSCE, no interview prep. Corporate Elsevier feel.
MedListo
Voice-first, not text-chat. 12 AI physician personas across every stage of your medical career. ACGME milestone scoring built in.
General AI Chatbots
$20/mo
Their limitation
Text-only. No ACGME framework. No clinical structure. No interruptions. No competency tracking. No cultural intelligence.
MedListo
Purpose-built for medical education with 12 physician personas, ACGME milestone scoring, and HIPAA-compliant clinical dictation.
Standardized Patients
$200-400/hr
Their limitation
Expensive. Limited availability. 2-3 encounters per clerkship. No immediate scoring rubric.
MedListo
Unlimited encounters 24/7. Immediate ACGME feedback. Practice the same case 10 times or 10 different cases in one sitting.
Interview Coaching
$375-650/session
Their limitation
Median $3K total. Limited availability. No standardized scoring. Subjective feedback.
MedListo
Unlimited MMI, residency, and fellowship interview practice. AAMC competency scoring. Available at 2 AM before your interview.
UWorld + MedListo > UWorld alone.
UWorld teaches medical knowledge. MedListo builds the clinical performance skills that separate Honors from Pass. Use both.
MedListo is free. No subscriptions. No paywalls.
Clinical Dictation
Stop dictating into ChatGPT.
Dictate your patient encounter. Get a structured, formatted note with evidence-based assessment and plan. One click to copy to your EHR. Auto-enhanced A&P with guideline citations.
10 Note Types
For Program Directors & Medical Schools
Track competency at scale.
47,208 applicants for 41,503 positions. Your students need every edge.(NRMP 2025 Main Residency Match)
6 ACGME
competencies tracked
Cohort Analytics
See every student's competency trajectory across all 6 ACGME milestones. Identify at-risk learners before they fail.
13 EPAs
mapped and scored
AAMC EPA Alignment
Practice sessions map to Entrustable Professional Activities. Generate evidence for clinical competency committees.
100%
transparent scoring
Bias Detection
Built-in fairness monitoring ensures scoring is equitable across demographics. Fully transparent, auditable results.
What a pilot includes:
- - Full access for your cohort (up to 200 students)
- - Faculty dashboard with competency heatmaps
- - De-identified research data export (IRB-ready)
- - Custom clinical scenarios for your curriculum
- - Dedicated support and onboarding
Your Progress Dashboard
4.2/6
ACGME Average
Across all competencies
47
Sessions
This month
12 days
Streak
Keep going
78%
Accuracy
Clinical reasoning
ACGME Competency Radar
Score Trend (Last 8 Weeks)
+1.4 score improvement
Evidence-Based
AI-trained students scored significantly higher on OSCE than controls (median 11.4 vs 10.7, P=0.02) in a two-site randomized controlled trial of 247 students.
NEJM AI, 2025 (DOI: 10.1056/AIoa2500066)
Across 59 randomized controlled trials, technology-enhanced simulation produced an effect size of 0.80 compared to traditional instruction.
Mitchell & Ivimey-Cook, Frontiers in Medicine, 2023
A GPT-4-powered simulated patient provided medically plausible responses in >99% of 1,894 exchanges, with near-perfect agreement with expert human raters (Cohen kappa = 0.832).
Holderried et al., JMIR Medical Education, 2024
A RAG-based AI teaching assistant deployed to 190 medical students at Dartmouth showed students overwhelmingly trusted curated AI over general-purpose chatbots.
Thesen & Park, npj Digital Medicine, 2025
Primary care physicians spend 36.2 minutes on EHR documentation per 30-minute patient visit, including 6.2 minutes of after-hours work.
Rotenstein et al., JAMA Network Open, 2023
Voice-based AI training tools demonstrate feasibility for clinical communication practice, with participants reporting improved self-assessment and knowledge reinforcement.
JMIR Medical Education, 2024
Precision-education systems that adapt to individual learners represent a transformational shift in medical training — moving from one-size-fits-all curricula to personalized, competency-based pathways.
Wartman & Combs, NEJM Perspective, 2025 (DOI: 10.1056/NEJMp2512935)
Why This Works
The same rigor as traditional question banks — delivered through voice, adapted to you.
NBME-Grade Clinical Vignettes
Every question follows the exact stem structure tested on USMLE Step 1, 2 CK, and 3 — the same clinical vignette format used by the NBME.
Grounded in First Aid, the Amboss Library, and current evidence-based clinical guidelines.
We don't generate random trivia — we generate board-caliber clinical scenarios.
Precision Education, Not Static Content
As described in the New England Journal of Medicine, precision-education systems adapt learning to the individual — identifying weak areas and adjusting difficulty in real time.(NEJMp2512935)
Your 50th session targets completely different gaps than your 5th. Static question banks give everyone the same 3,600 questions. This adaptive learning system evolves with you.
Culturally Intelligent by Design
Built by and for underrepresented medical students. Cases reflect the patient populations URM physicians will actually serve.
Language-concordant practice available in English and Spanish. Bias detection ensures equitable scoring across demographics.
Passive reading produces recognition. Active voice practice produces recall. Cognitive science has demonstrated for decades that retrieval practice — being forced to generate an answer under pressure — is the single most effective learning strategy. That's exactly what a Socratic attending simulation does: it forces you to think, speak, and defend your reasoning in real time. This is why MedListo students improve faster.
6.5% is not enough.
Latino physicians represent 6.5% of the workforce serving 20% of the population. We're building the next generation.
Learn about our health equity missionPricing
Half the price. Twice the prep.
Other platforms charge $400+/year for static question banks. MedListo gives you live voice practice with AI physicians — for less.
MedListo is in early access. Our formal validation study is planned for 2027–2028.
Pro
For serious students
- ✓Unlimited voice sessions
- ✓All 12 AI physician modes
- ✓ACGME scoring + analytics dashboard
- ✓Match Score tracking (0-999)
- ✓USMLE score estimates + EPC
- ✓Clinical dictation + EHR notes
Payments launching soon. LMSA members get free access below.
Institutional
Schools & programs
- ✓Everything in Pro
- ✓Faculty dashboard & cohort analytics
- ✓Custom clinical scenarios
- ✓LMS integration (SAML SSO)
- ✓Dedicated support
LMSA Members: Free Early Access
MedListo was built by and for Latino medical students. LMSA chapter members get full Pro access free during our early access period.
Stop reading. Start presenting.
Your first session is free. No account required.