01
Medical School
Student profile for medical rotation
SEPARATE SYSTEMMedical School System
School TranscriptMSPE (Dean’s Letter)
MEDICUS TIRO · THE PHYSICIAN-DEVELOPMENT DECADE
Turn the Least Supported Decade
Into the Most Supported One.
From medical school through residency and into early practice, physicians and the people who train them spend a great deal of time re-entering, reconciling, and preparing information that already exists. Medicus Tiro builds AI that takes on that work, starting with residency.
CAPTURE THE MOMENT. PERFORM THE WORK. PRESERVE JUDGMENT.
THE PROBLEM
The same information, handled again at every stage
Records, evidence, and credentials are re-entered and re-verified as physicians move from training into practice.
THE APPROACH
AI that performs defined work
The AI does the preparation. Educators and physicians keep the judgment.
THE PLAN
Start in residency
Prove the approach with Family Medicine programs, then expand by specialty and by stage.
THE UNDERLYING PROBLEM
A Decade of Physician Development. An Unsustainable Administrative Burden.
Throughout the least supported decade, fragmented systems force medical schools, physicians, educators, and residency and fellowship program teams to retrieve, reconcile, verify, and repackage information that already exists — creating redundant, labor-intensive, and time-consuming administrative work.
SIX MILESTONES · SIX DISCONNECTED SYSTEMS
HUMAN REWORK AT THE NEXT MILESTONE
Reassemble academic records and recommendations
02
Applicant & Match
Extensive applications for residency match
SEPARATE SYSTEMMatch System
Application MaterialsInterview Evaluations
HUMAN REWORK AT THE NEXT MILESTONE
Re-enter application data and reconcile documents
03
Residency
Onboarding and progress tracking
SEPARATE SYSTEMGME / Residency System
Procedure LogsEvaluations
HUMAN REWORK AT THE NEXT MILESTONE
Reconcile training records, assessments, and competency evidence
04
Board Certification
Applications to board certification
SEPARATE SYSTEMBoard Certification System
Exam ResultsCase Logs
HUMAN REWORK AT THE NEXT MILESTONE
Reverify qualifications, professional history, and credentials
05
Licensure
Application to licensure
SEPARATE SYSTEMState Licensure System
Training VerificationBackground Check
HUMAN REWORK AT THE NEXT MILESTONE
Re-enter information for credentialing and privileging
06
Transition to Practice
Credentialing and privileging
SEPARATE SYSTEMCredentialing & Privileging System
Provider ProfilePrivilege Request
INFORMATION EXISTS ACROSS THE DECADE — BUT REMAINS FRAGMENTED ACROSS SYSTEMS
THE RESULT: COMPOUNDING ADMINISTRATIVE BURDENTime-consuming. Labor-intensive. Manual. Redundant.
Capture repeatedly
Information is often documented after the moment, reconstructed from memory, or re-entered for another purpose.
Reconcile manually
People connect fragmented observations, requirements, and records across different workflows and systems.
Prepare for decisions
Across education, training, and career transitions, people repeatedly prepare evidence for assessments, readiness, credentials, and progression decisions.
In a national survey of Family Medicine residency program directors, faculty nonclinical work was estimated at an average of 3,394 hours per program each year. Program administration was the largest share, at 39%. Program directors’ estimates from 58 programs, surveyed in 2019. Jarrett JB et al., PRiMER, 2021 (opens in a new tab).
Why now
Requirements keep growing. Staff capacity does not.
Documentation, competency assessment, and verification requirements continue to expand across physician training. AI can now take on a real share of the preparation work without replacing the people who teach, supervise, and decide.
Demand
More is required
Training, competency assessment, credentialing, and career transitions each ask for more detailed evidence than before.
Infrastructure
Records stay scattered
Information sits in different systems, in different formats, owned by different institutions.
Technology
AI can now do defined work
Purpose-built AI can prepare, translate, and organize information, with people verifying the result.
Approach
AI that informs vs. AI that performs.
Many AI tools answer questions while people still carry the process. Medicus Tiro designs each workflow around three questions: what the AI is permitted to do, what a person must verify, and which decisions stay human.
THE ARCHITECTURAL DISTINCTION
Assist the person — or perform more of the work?
AI THAT INFORMSPeople still carry the process.
HUMANAsk or prompt
→AISuggest or summarize
→HUMANOrganize, route and prepare
→HUMANDecide
AI THAT PERFORMSAI takes on defined work. People retain consequential judgment.
HUMAN SOURCEObserve and contribute
→AITranslate, connect and prepare
→HUMAN CHECKVerify where required
→HUMAN DECISIONDecide
01 / ARCHITECTURE
Built around the work
Task-level rules define where AI acts, what must be verified, and which decisions cannot be delegated.
02 / INTELLIGENCE
Specific to the specialty
Curated context turns captured information into structured, meaningful evidence for reuse.
03 / JUDGMENT
Human by design
Observations remain human-origin and consequential decisions remain human-owned.
Data handling. Institutional and Direct-to-Physician subscriptions are separate. Adopting one does not imply automatic transfer of records to the other, or between institutions.
First AI solution
GME Manager, starting with Family Medicine residency.
GME Manager is the company's first AI solution. Residency concentrates observation, assessment, and evidence preparation into regular cycles, which makes it a practical place to show what the approach can do and to measure it.
The AI solution
GME Manager
An AI solution that performs defined evidence and administrative work for residency programs, using curated, specialty-specific intelligence. Educators and program leaders keep the consequential judgments.
Product details at gmemanager.aiHow programs start
Run alongside
Programs begin with selected work next to the systems they already use, and expand as value is shown. No system replacement is required.
Market and business model
A defined first market.
Graduate medical education is well measured, and it has a clear unit of purchase: the enrolled resident. The figures below describe residency and fellowship training only. Later stages of physician development are not included.
The training system
14,237ACGME-accredited residency and fellowship programs, 2025–26
167,083Active residents and fellows, 2024–25. Institutional subscriptions are based on resident enrollment.
Three measures of the same system Different measures, not subsets. Not additive.
>$29B
Public funding for residency training
Congressional Research Service estimate, most recent year available for each program. How residency training is financed, not software spend or revenue.
- Medicare · Direct Graduate Medical Education (DGME)CMS · FY2023$6.12B
- Medicare · Indirect Medical Education (IME)CMS · FY2023 · Medicare total $21.17B$15.05B
- MedicaidCMS and states · SFY2022 · federal and state combined; 44 states including DC$7.4B
- Veterans AffairsVA · FY2023 · DGME $0.85B, IME $1.19B$2.04B
- HRSA programsChildren’s Hospitals GME $390M (FY2023–24) · Teaching Health Center GME $119.3M (FY2023)$509M
The funding streams shown reflect different reporting periods and definitions. Medicaid includes both federal and state payments. These figures illustrate sources of GME funding; they should not be summed to reconcile to the Congressional Research Service estimate.
$1.1B
Annual program coordinator and administrator compensation
Estimated salaries and benefits for the administrative staff of ACGME-accredited residency and fellowship programs. The scale of the administrative work, not software spend or revenue.
Company estimate: 14,237 programs × 0.80 administrative FTE per program × $95,823 fully loaded compensation. Salary benchmark: ZipRecruiter, September 2026. Benefits benchmark: U.S. Bureau of Labor Statistics, June 2026. The staffing ratio is a modeling assumption.
$183M
Core GME platform market
Company estimate built from ACGME trainee counts, plus non-ACGME, international, and premium analytics segments. Methodology available on request.
Business model
Institutional
Program subscriptions
Recurring subscriptions based on resident enrollment, with access for faculty, coordinators, and program leaders.
Direct-to-Physician
Individual subscriptions
A separate, planned channel through which residents and faculty can subscribe to selected capabilities on their own.
Expansion
Growth over time
The model allows revenue to grow with additional programs, specialties, and products, and later with other stages of physician development.
Program count: ACGME, academic year 2025–26. Trainee count: ACGME Data Resource Book, Academic Year 2024–2025.
Growth path
Near term: more of residency. Long term: the whole decade.
Each step follows the same pattern: prove value, then extend.
INITIAL BEACHHEADFamily MedicineProve the model with GME ManagerSHARED FOUNDATION
01 / SPECIALTIES
Specialty Expansion
Extend curated, specialty-specific intelligence, one specialty at a time.
Planned: Internal Medicine, General Surgery, Pediatrics, Emergency Medicine, Psychiatry, and OB/GYN.02 / DISTRIBUTION
Direct-to-Physician
Individual subscriptions for residents and faculty.
Planned channel.03 / PRODUCTS
Product Expansion
Scheduling, duty hours, compliance, and reimbursement.
Planned: GME Scheduling Manager.Long term
The same kind of work recurs at every stage.
LATER01
Medical School
Assessment, progression, and readiness for the next stage.
Not yet in developmentLATER02
Applicant & Match
Applications, letters, interviews, and the move into residency.
Not yet in developmentNOW03
Residency & Fellowship
Observation, evidence preparation, feedback, and progression decisions.
GME Manager · Family Medicine firstLATER04
Board Certification
Exam applications, case logs, and verification of training.
Not yet in developmentLATER05
Licensure
Training verification, background checks, and state applications.
Not yet in developmentLATER06
Transition to Practice
Credentialing, privileging, payer enrollment, and continuing education.
Not yet in developmentTraction
Where things stand.
GME Manager's core capabilities are working, HealthStream has made a strategic investment, and six Family Medicine residency programs are preparing to pilot. Results will be measured during the pilots.
Completed
$500K
Strategic investment
Early strategic funding from HealthStream.
Built
Working
Core capabilities in place
Working GME Manager capabilities, with identity integration to HealthStream's hStream platform live.
In preparation
6 pilots
Family Medicine programs
Six residency programs are preparing to pilot GME Manager. Pilot results have not yet been measured.
ESTABLISHEDStrategic investment · working capabilities · hStream integration
IN PREPARATIONSix-program pilot
NOT YET DEMONSTRATEDMeasured pilot results · paying customers
Status as of October 2026.
Team
Not a pivot. A career capstone.
Medicus Tiro is rooted in three decades of experience in healthcare workforce technology — credentialing, onboarding, scheduling, compliance, and professional development.
Michael Sousa · Founder & CEO
“I know where the work breaks down — and why.”
Experience across IBM and HealthStream, including serving as Executive Vice President and President of Credentialing & Scheduling at HealthStream.
The company thesis grew from the work itself.
Across multiple healthcare software categories, improvements repeatedly increased requirements on the people using them. Medicus Tiro was founded to apply AI-native capabilities to the administrative work that has accumulated.
Investors
The next stage of Medicus Tiro.
Medicus Tiro is moving from a working first AI solution to validated results in residency programs. Near-term priorities follow from that.
Validate
Results with Family Medicine programs
Complete the six-program pilot and measure the effect on preparation work.
Develop
Continued work on GME Manager
Refine capabilities based on what participating programs learn.
Prepare
Commercial expansion
Prepare for additional programs and specialties, and for the Direct-to-Physician channel.
Contact
Talk with the founder.
Michael Sousa welcomes conversations with current and prospective investors about the company's strategy and next stage.