The Clinical Practice You're
Not Getting on the Wards.
Voice-to-voice AI simulation that challenges you like a real attending, scores you on 6 ACGME milestones, and generates EHR-ready notes.
Join the waitlist. Free for medical students.
The Problem
The numbers your med school won't tell you.
Clinical training has a gap. Here's the evidence.
0.80
effect size: simulation beats traditional teaching across 59 RCTs
Mitchell & Ivimey-Cook, Frontiers in Medicine, 2023
52,498
applicants for 43,237 residency spots in 2025. Record gap.
NRMP 2025 Main Residency Match
36 min
spent on EHR per 30-minute patient visit
Rotenstein et al., JAMA Network Open, 2023
P=0.02
AI-trained students scored higher on OSCE than controls
NEJM AI, 2025
How It Works
Three steps. Real clinical practice.
Pick your mode
Choose from 12 scenarios: bedside rounds, surgery presentations, USMLE prep, residency interviews, clinical dictation, and more.
Practice with your AI attending
Real-time voice conversation. They interrupt you on surgery rounds. They ask Socratic questions. They push back on your differential.
Get scored and improve
ACGME competency radar across 6 milestones. Teaching pearls after every question. Track your accuracy over weeks and months.
Why This Is Different
Not a chatbot. A clinical simulation.
The difference between reading about swimming and getting thrown in the pool.
Voice-to-Voice
Real-time conversation with an AI 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.
Bedside Rounds
Present to an attending who challenges your clinical reasoning
Surgery Rounds
90-second presentations. Get interrupted.
Ward Rounds
Full H&P with Dr. Osler
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.
For the Overwhelmed Student
You're working 14-hour days.
Studying between cases.
Your shelf exam is in 3 weeks.
MedListo gives you what no textbook can: the attending asking “What's your differential?” at 6 AM. Practice that actually prepares you for the wards.
Get Honors
Students who practice clinical presentations score higher on oral evaluations. Build the muscle memory before your attending asks.
Match Competitive
52,498 applicants for 43,237 spots in 2025. Over 9,000 unmatched. Every edge matters.
NRMP 2025
Save Time
Physicians spend 36 min on EHR per 30-min visit. Voice-dictate notes in 2 minutes. Learn efficient documentation before residency.
JAMA Network Open, 2023
Honest Comparison
Why students are switching.
We built what we wished existed during our own training.
UWorld / AMBOSS
$430-600/yr
Their limitation
Multiple choice only. No voice. No clinical reasoning practice.
MedListo
Voice-based Socratic rounds with adaptive difficulty and score tracking
ChatGPT / Gemini
$20/mo
Their limitation
Text chat. No ACGME scoring. No clinical structure. No interruptions.
MedListo
Real-time voice attending that challenges you with Socratic questioning, scores you on 6 ACGME milestones
UpToDate
$530/yr
Their limitation
Reference only. No practice. No feedback.
MedListo
Active learning with teaching pearls cited from evidence. Practice, not just reading.
Interview Coaching
$375-650/session
Their limitation
Expensive. Limited availability. No scoring rubric. Median $3K total interview costs.
MedListo
Unlimited practice. MMI frameworks. ACGME-scored. Available 24/7.
AI Sims (DDx, Glass AI)
$15-30/mo
Their limitation
Text-based. No voice. No real-time interruptions. No ACGME scoring.
MedListo
Voice-to-voice with interruptions, 6 ACGME competencies, and EHR note generation
MedListo is free during early access. 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.
52,498 applicants for 43,237 positions. Your students need every edge.(NRMP 2025)
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. Transparent AI, 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
742/999
Match Score
PGY-2 Equivalent
47
Sessions
This month
12 days
Streak
Keep going
78%
Accuracy
Clinical questions
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
6% is not enough.
Latino physicians represent 6% of the workforce serving 19% of the population. We're building the next generation.
Learn about our health equity missionYour peers are already on the list.
Get early access. Free for medical students.