Carlo med

Who to apply to. Where to signal. How likely you are to match.

Send your CV, personal statement, and goals. Within 48 hours you get a ranked residency list, a plan for every ERAS signal, and your odds of matching at each program.

The decision mapmatch score:strongmoderateweak· faded = already applying
Goal alignment and scenario index by program (illustrative)→ higher scenario index (reach · target · lower reach)→ better aligned to your goalsreachtargetlower reachLakeview University, Chicago · align 76 · scenario index 79Harbor University, Boston · align 88 · scenario index 38Ridgeline Medical College, Denver · align 72 · scenario index 55Prairie State Health, Minneapolis · align 63 · scenario index 81Bayfront University, San Francisco · align 84 · scenario index 31Tidewater Health, Baltimore · align 58 · scenario index 66Summit Medical Center, Pittsburgh · align 79 · scenario index 14Meridian University, Nashville · align 44 · scenario index 62Cascade Medical College, Seattle · align 66 · scenario index 27Granite Health, Cleveland · align 37 · scenario index 88Crescent City Medical, New Orleans · align 29 · scenario index 73Highland University, Rochester · align 52 · scenario index 48Pinecrest Medical, Ann Arbor · align 69 · scenario index 42Foothill Regional, Sacramento · align 24 · scenario index 91Northbridge Medical Center

Every dot is a program. Right means a higher scenario index; up means better aligned with your goals. Illustrative programs.

Three answers, built from your application.

Your materials against the residents each program actually takes. Programs and numbers below are illustrative.

Who to apply to

Every program on your list carries a match score, a tier, and the evidence behind both: how well it fits your goals, how its current residents compare with you, and the roster you can inspect.

88match

Northbridge Medical Center

Philadelphia, PA · 690 mi from family

ApplyingResidency overlap ×2
84overall
Aligned to goals
91/100
Scenario tier
Target58/100
+1.2 cohort
Match score
82strong
14 fellows · 9 top-25

Outcomes research group with a prevention clinic in the first year

Their 14 fellowssources inside
84match

Lakeview University

Chicago, IL · 12 mi from family

Home programResidency overlap ×3
90overall
Aligned to goals
76/100
Scenario tier
Lower reach79/100
+0.3 cohort · +home
Match score
74moderate
12 fellows · 5 top-25

Home program; three current fellows trained in your residency

Their 12 fellowssources inside
71match

Harbor University

Boston, MA · 850 mi from family

Applying
78overall
Aligned to goals
88/100
Scenario tier
Reach38/100
0.1 cohort
Match score
69moderate
18 fellows · 15 top-25

Protected research block with a named mentor in year one

Their 18 fellowssources inside

Where to send your signals

Gold and silver signals are scarce. Your signal plan shows where one changes your interview odds the most, and which programs interview applicants like you without one.

Signal plan4 of 4 signals placed
ProgramInterview oddsPlan
Northbridge Medical CenterTarget52%71% +19Signal
Ridgeline Medical CollegeTarget49%68% +19Signal
Harbor UniversityReach24%41% +17Signal
Bayfront UniversityReach19%33% +14Signal
Lakeview UniversityLower reach86%90% +4Apply
Prairie State HealthLower reach78%84% +6Apply
Summit Medical CenterFar reach8%14% +6Hold

How likely you are to match

A simulator runs thousands of cycles over your list. It shows where you land, how many interviews to expect, and which assumptions move the odds. Every coefficient is visible and yours to change.

P(match anywhere)
91%84%95%
unmatched
9.0%

Expected interviews: 7 (4 to 10 in most simulated cycles)

Simulated outcomes
by tier
Lower reach24%Target46%Reach18%Far reach3%unmatched9%
by preference
top 129%rank 2–328%rank 4–516%rank 6–1014%beyond 104%unmatched9%
What moves the oddsbase P(match) 91%
Cycle strength
80%96%
Signal placement
87%93%
Home-program edge
86%92%
Two more lower-reach programs
91%95%
77%88%99%
lowers P(match) raises P(match)

Scenario scores and odds come from your materials and public evidence with assumptions you can see and edit. They describe a scenario, not an admissions decision.

From your CV to your list in 48 hours.

  1. 1

    Send your materials

    Your name and email, then a sign-in link. Upload your CV and personal statement and tell us your goals, locations, and requirements.

  2. 2

    We build your list, signal plan, and odds

    Within 48 hours we score every program against your background and the residents it takes, and a person reviews every explanation before you see it.

  3. 3

    Decide

    Compare programs on maps and side by side, star the ones you are applying to, set your signals, order your list, and request an update when something changes.

Evidence you can open.

Program rosters, research records, and training histories come from primary sources, and each claim on your list links to its source.

How we work

Rosters, not rumors

Who trains at each program now, which medical schools they came from, and how their paths compare with yours.

Research you can read

Faculty and trainee publications from PubMed, OpenAlex, and ORCID, matched conservatively so counts are floors.

Life outside training

Cost of living, rent, walkability, and distance from the people who matter to you, beside every program.

What applicants ask before they start.

Is the AI trained on past matches?

Yes. The residents training at a program today are its past matches. Your list is built from who each program actually took, where they trained before, and what they have published, compared with your record. It is public evidence, and every claim links to its source.

Do you need my CV and personal statement?

Yes. They carry most of what matters: scores, training, research, letters, and what you want. You add a short set of questions about goals, locations, and hard constraints, and that is the whole intake. If your statement is not written yet, upload the CV and add the statement later.

How do gold and silver signals work?

Most specialties give you a fixed number of program signals, and several, including internal medicine, split them into gold and silver tiers. Your plan applies your specialty's count and tiers and shows where each one changes your odds, so none goes to a program that would interview you anyway or to one that never takes applicants like you.

How is this different from asking ChatGPT?

A chat model only knows what you paste in and what programs write about themselves, so it agrees with your framing and takes every program website at face value. Your list starts from the residents actually at each program and their records, then reads your materials against that evidence.

Start with the residency application you are working on.

Choose your specialty and cycle, and your list is ready in 48 hours.

Get my list and signal plan

No personal statement yet?

Upload your CV and answer the goals questions. Add the statement when it is ready.

Already have a list?

Tell us the programs you are considering. Your list starts from them and shows what you are missing.