From year one of medical school to year one of independent practice

The most important decade of a physician's career.
The least supported.

Agentic AI that follows physicians from the first year of medical school through the first year of independent practice—data that compounds, outcomes that improve.

They deserve better

Our students, residents, and fellows are our best and brightest—our future. They deserve better.

Medical students enter training with mental health equal to or better than their age-matched peers. By the second year, that advantage is gone—and it never recovers at any point during the remaining years of the decade.

47–50%
Resident & fellow
burnout rate
27%
Medical students screen
positive for depression
16%
Of depressed students
who seek treatment
Suicide risk vs.
age-matched peers

Everyone is talking about physician burnout. What's far less understood is that every measure is worse—often dramatically—for the physicians still in training. Resident burnout exceeds practicing physician burnout. Depression, suicide risk, financial distress, and career regret all peak during the decade from the first year of medical school through the first year of independent practice. The training itself inflicts the damage.

We call it the least supported decade. The hardest stretch. The highest stakes. The fewest tools built for the people living it. That's the problem we built this company to solve.

See the evidence

The Least Supported Decade

Every measure of physician wellbeing is worse—often dramatically—during the decade from the first year of medical school through the first year of independent practice. This is not a selection problem. It is a training-inflicted injury to a population that arrived well.

Read the evidence Hide the evidence
Everyone knows physician burnout is a crisis. Here's what almost no one is talking about: resident burnout is worse. At 47–50%, it exceeds the 43% rate among practicing physicians. Depression is 2–3× the general population. Suicide risk is 3× age-matched peers. And only 16% of those suffering seek help—because doing so can end a career before it begins. The crisis isn't distributed across a career. It is concentrated in this decade.
01
They Enter Healthy—Training Inflicts the Damage
Mental health peaks at matriculation, bottoms out by Year 1, and never returns to baseline.
Matriculating medical students begin with mental health equal to or better than age-matched peers. Physical, emotional, and overall health peak at matriculation, bottom out by the end of Year 1, and never return to baseline at any point during training. A national comparison confirmed that medical students had the highest depression and suicidal ideation, residents had the highest burnout and fatigue, and early-career physicians showed the lowest fatigue—proving the training decade is the peak-distress window, and that distress lifts once it ends.
02
Burnout Peaks Across the Full Decade
47–50% of residents vs. 43% of practicing physicians. The training years are worse—not better.
Medical student burnout: 37–50%. Resident and fellow burnout: 47–50%. Practicing physicians: 43%. Burnout is not linear—it spikes to 40–45% during PGY-2 and PGY-3, the exact moment clinical responsibility scales up and structured supervision scales down. Residents score worse than attendings on depersonalization (40.8% vs. 28.6%) and work-life satisfaction (33.6% vs. 42.2%—compared to 58% for the general U.S. workforce). No other professional training pathway combines this level of workload (60–80 hrs/week), this little autonomy, and this little pay for this long.
03
Depression & Suicide: 2–3× the General Population
27.2% of medical students screen positive for depression. 300–400 physicians die by suicide annually.
Across 195 studies and 129,000+ medical students, 27.2% screen positive for depression and 11.1% report suicidal ideation—rates 2–3× higher than demographically comparable peers. Medical students are 3× more likely to die by suicide than age-matched controls. Among residents, suicide is a leading cause of death. Across the profession, 300–400 physicians die by suicide annually—the equivalent of losing an entire medical school class every year. These rates improve after training.
04
The Financial Insolvency Gap
$223,000+ in debt on a $67,000 salary—the most extreme ratio of any profession, sustained for 3–7 years.
Average medical education debt now exceeds $223,000, serviced on first-year resident salaries of ~$67,000. This creates the most extreme debt-to-income ratio of any profession at any career stage, sustained for 3–7 years with no meaningful capacity to pay down principal. Debt exceeding $250K independently raises burnout odds by 1.24–1.47×. In 2025, 75% of residents cited student loan debt as a top financial stressor, up from 49% the prior year. The financial pressure eases markedly once independent practice salaries arrive—but by then, the psychological damage has compounded for a decade.
05
The Help-Seeking Penalty
Only 16% of depressed medical students seek treatment—because doing so can end a career.
Across 33 studies, the top barrier is fear that mental health care will harm residency prospects or licensure. State licensing boards routinely asked about lifetime history of any diagnosis or treatment—and physicians in those states were measurably less likely to seek care. Nearly 40% of physicians reported unwillingness to seek psychiatric treatment due to licensure fears. This is the only professional decade where seeking support can be career-ending—during the precise decade when the need is greatest.
06
The Damage Doesn't End When Training Does
30–40% of new physicians leave their first job within five years. Up to 33% wouldn't choose medicine again.
Resident burnout is directly associated with higher medical-error rates, increased attrition, and career regret—14% of PGY-2 residents overall, and up to 33% in some specialties, report they would not choose medicine again. New attendings face “transition shock”: the same high-stakes workload as 20-year veterans, but overnight loss of program directors, documentation buffers, and clinical mentorship. Mid- and late-career physicians consistently show lower burnout and higher satisfaction—confirming the crisis is concentrated in this decade, not distributed across a career.

The least supported decade doesn't just harm physicians. It harms every patient they see, every system they work in, and every dollar invested in producing them.
That's the reality. Here's what we're building to change it.

See our products

All claims are evidence-based and drawn from peer-reviewed research, national surveys, and federal data sources. Full citations available upon request.

From the first year of medical school to the first year of practice

We're building the infrastructure for a seamless journey—one portable portfolio across every stage of physician development.

🎓

Student

Rotations, clerkships, USMLE prep, and Match readiness

📋

Applicant

Residency & fellowship applications with verified credentials

🏥

Resident

Training management, milestones, evaluations, procedures

Flagship: GME Manager
🩺

Fellow

Subspecialty training, advanced procedures, research

🚀

New Physician

Career launch, credentialing, privileging, alumni networks

The Lifelong Portfolio

We're building toward one portable, physician-owned portfolio that grows with your career—credentials verified once at the source, then trusted everywhere, eliminating the endless cycle of re-verification that plagues healthcare today.

📄 Verified Credentials 🔐 Physician-Owned ✓ Instant Verification 🔄 35+ Year Relationship

How we build differently

Seven principles that guide every product decision. The AI does the work. You make the calls.

01

AI-Native Architecture

We don't bolt AI onto existing systems. Every product is designed from the ground up—AI is the foundation, not an afterthought.

02

Agentic AI

The AI does the work. You make the calls. Agentic AI handles the administrative tasks that hold back excellence and efficiency. Variable Autonomy lets organizations adopt at a pace that works—you control how much independence each agent has, building trust over time.

03

Curated Data Sets and Proprietary Benchmarks

Our data foundation powers AI that competitors can't replicate. Specialty-specific benchmarks, historical outcomes, and curated data create intelligence that improves with every interaction.

04

Physician-Owned Data

Credentials and career documentation belong to residents and physicians—not institutions. Our Lifelong Portfolio creates 35+ year relationships built on trust and portability.

05

Mobile-Native

Residents and physicians live on their phones—80% of clinical interactions happen away from a desktop. Our products aren't responsive wrappers or companion apps. They're mobile-native experiences built from scratch for each form factor, with offline-first architecture, voice input, and innovations designed exclusively for the phone.

06

Institutional Integration Architecture

The institutional memory layer for GME won't be built by aggregating CSV uploads into a dashboard. It requires deep, AI-generated program intelligence—competency trajectories, workforce readiness, predictive compliance—flowing into enterprise platforms that already serve thousands of health systems. We build that intelligence. We don't pretend a recruitment tool is an operating system. We partner with platforms that actually operate at the institutional scale.

07

AI LaunchPad™

Every product ships with AI LaunchPad—our self-implementation gateway. Free 90-day pilot. Self-guided setup. AI-powered onboarding. Structured feedback at 30, 60, and 90 days. Zero implementation staff required. Most healthcare SaaS takes 6–12 months and a dedicated project manager to deploy. We believe if your product needs an implementation team, your product isn't good enough. Experience it before you buy it. Go live in days, not quarters.

Purpose-built for each stage

Prototype live. Demo available. Seeking founding pilot partners.

Flagship Product

GME Manager

Track growth, not just time. · AI-Native · Mobile-Native · Competency-First · Built for CBME

Agentic AI for residency management—built from scratch for the Competency-Based Medical Education era. Two-Rail AI architecture: Action Rail™ handles logging, reporting, and scheduling through natural language and voice. Insight Rail™ answers any question about your program instantly. Mobile-native across all four personas with 6 mobile-only innovations. Complete CCC support with bias mitigation, AI-drafted evaluations, predictive duty hours, and the Lifelong Portfolio. Variable Autonomy™ lets PDs control AI independence. 12 pre-loaded clinical data sets—including G2211 and APCM billing codes. ABFM attestation requirements take effect June 2026. We're ready. Are you?

6 ACGME Core Competencies 19 FM Subcompetencies / Milestones (ACGME) 15 ABFM Clinical Competencies (June 2026) Action Rail™ + Insight Rail™ 12 Pre-Loaded Data Sets 📱 Mobile-Native App Family Medicine Psychiatry Pediatrics Med-Peds
Request a Demo
📊
Competency Dashboard
Real-time insights
Summative draft ready
AI
⚠️
Duty hours violation predicted
48h
📋
APE report ready
1-Click

GME Manager Agent Studio

The full GME Manager platform remains our primary offering. Agent Studio gives programs a second entry path: start with a single purpose-built AI agent and grow into the full experience over time. A credit card decision, not a procurement decision.

Full Platform
GME Manager

Comprehensive competency-based residency management. Milestone tracking, CCC meetings, AI-drafted evaluations, ACGME data exports, duty-hour compliance, procedure logging. For programs ready to replace their current system.

or
Start with One Agent
Agent Studio

Start with the problem that's most urgent. Activate a single purpose-built AI agent and be running within an hour. Each agent solves a specific problem on its own. Together, they compound.

Each agent makes every other agent smarter

Every agent reads from and writes to a shared data layer. The Attestation Agent creates evidence records. When a program later activates the CCC Agent, that data is already there—pre-populating milestone suggestions, enriching CCC prep cards. That's not a bundle. That's a flywheel.

📋
Attestation Agent
Pre-loaded with all 15 ABFM Core Competencies. Map resident evidence to attestation requirements. Meet the June deadline in hours, not weeks.
👥
CCC Agent
AI-prepared CCC packages with milestone suggestions, narrative summaries, and evidence citations. Turn a two-week prep cycle into two hours.
📝
Evaluation Agent
AI-drafted milestone evaluations grounded in logged procedures, rotation data, and competency benchmarks. Faculty review and approve—not write from scratch.
⏱️
Duty Hour Agent
Real-time enforcement of all 8 ACGME duty-hour rules. Automated violation detection, predictive alerts, and audit-ready compliance reports.
📊
APE Report Agent
Auto-generated Annual Program Evaluation reports synthesized from milestone data, survey results, and program outcomes. Board-ready in a fraction of the time.
🔮
More Agents Coming
The architecture is built to grow. When a new use case emerges, we don't rebuild the intelligence—we give it a new surface. More agents will ship as programs tell us what they need.
Shared Data Layer  ·  Action Rail™  ·  Insight Rail™  ·  Variable Autonomy™  ·  12 Clinical Data Sets  ·  Lifelong Portfolio

The platform foundation ships with every agent. Programs that start with one and grow into the full suite get the complete GME Manager experience. The destination is the same. Agent Studio is simply another way to get there.

For investors: Agent Studio adds a second go-to-market path alongside the full platform sale. Programs ready for comprehensive residency management adopt GME Manager directly. Programs that need to start smaller enter through a single agent and expand as each agent compounds the value of the others. Two entry paths, one destination, one compounding data moat.

Extending the journey

Less admin. Better training. Smarter transitions. Here's what's coming.

Ready to Build

What’s next — with the right partner

Market research complete. Product vision defined. Each opportunity below has been validated, scoped, and designed to the level you see when you click through. We build when the right partner and capital are in place.

Seeking Partner
🎓

Medical Student Rotation Manager

AI-native rotation strategy layer for medical schools—competency-first planning, AI Strategy Sessions with interactive scenario modeling, Preceptor Intelligence, Match Intelligence Suite with AI-drafted MSPEs, and a student-owned portfolio from first clerkship through ERAS. Four role-based views for Students, Clerkship Directors, Associate Deans, and Advisors. Designed to complement clinical placement platforms, not replace them.

Seeking Partner
🩺

APP Residency Manager

Purpose-built Agentic AI for NP/PA postgraduate residencies and fellowships—550+ programs across 35 specialties and 48 states, with zero purpose-built technology. CAPP accreditation dashboards, CCC workspace, HRSA grant automation, AI-powered learning plans, and multi-program management. Same AI agent that powers GME Manager, new surface, new context. No new architecture required.

Seeking Partner
🤝

APP Oversight AI

AI-powered chart review that transforms APP oversight from regulatory burden into clinical value—saving physicians hours, catching risk before it becomes liability, and surfacing revenue hiding in your charts.

Seeking Partner
❤️‍🔥

Life Support Instructor Hub

A two-sided marketplace that transforms residents into credentialed life support instructors (BLS, ACLS, PALS, NALS) and matches them with hospitals, nursing schools, EMS agencies, and community organizations that need skills evaluators on demand. Smart scheduling with duty hour guardrails. Client organization portal. Dual-sided ROI analytics. Residents earn. Programs stay compliant. Communities get certified.

Seeking Partner

GME Schedule Manager

The first shift scheduler that optimizes for training outcomes, not just coverage. Five AI engines run simultaneously on every scheduling action—compliance, wellness, training fit, fairness, and supervision. 8 ACGME rules enforced in real time. Predictive wellness modeling. Resident shift marketplace. What-if scenario modeling. Self-implementing in under 2 hours. Nobody does ACGME-aware shift scheduling. This does.

Seeking Partner
🎯

Precision Learning Engine

AI-powered precision learning for CME, regulatory training, life support certifications, sim lab, and vendor in-service. Knows what you need. Generates regulatory courses instantly. Reports to licensing boards on your behalf.

Seeking Partner
🌐

Physician Career Network

Career marketplace meets alumni network—built on verified credentials. Programs stay connected to graduates. Physicians find opportunities matched to their portfolio. LinkedIn for physicians.

Seeking Partner
🔐

Physician as the Source of Truth™

Credentials issued once, carried by the physician, trusted everywhere. We’re not optimizing a broken paradigm. We’re replacing it. Join us.

Interested in partnering or investing?

Each product brief above represents a validated market opportunity with defined scope, competitive analysis, and go-to-market strategy. We’re looking for the right partners and capital to bring them to life.

Start a Conversation

Building the operating system for physician careers

A $1B+ market opportunity across the physician journey—and growing.

$1B+
Total Addressable Market
150K+
Residents & Fellows Annually
35+
Year Customer Relationships

Interested in learning more?

We're building the infrastructure for the next generation of physician careers—and the program-level intelligence that enterprise workforce platforms need to make institutional decisions. Let's talk.

Contact Investor Relations

Investing in the Future of the Physician Journey

Medicus Tiro invests in founders building AI-native solutions that improve how physicians are developed—from the first year of medical school through the first year of independent practice.

Intelligence that drives precise, actionable competency assessments. Visualization that makes progress visible and proactive. The physician at the center as the source of truth.

When we transform how physicians are developed, we transform their entire future—hiring, onboarding, credentialing, privileging, billing, clinical team leadership, and a lifetime of practice built on verified excellence.

If you're building something aligned with this vision, we'd love to hear from you. Send us your business plan.

Submit Your Business Plan

Let's talk

Whether you're a residency program, medical school, APP training program, or potential partner—we'd love to hear from you.