Skip to content
PairScore
One framework. Multiple applications.

Better decisionsstart with context.

PairScore is a context-aware compatibility and decision-support platform, built to evaluate relationships beyond a single score, rank or threshold.

Our first applicant-facing model helps future physicians see how their academic profile, experiences, goals, preferences and environment align across medical schools.

pairscore.app / dashboard / schools
The PairScore student dashboard, showing a ranked school list with a top school, the number of schools ranked, an average PairScore and this cycle's ranking changes.

Real product interface, captured from a test account. The schools and scores it shows belong to a sample profile and are not a rating of any institution.

One framework.Multiple applications.

PairScore brings quantitative, contextual, experiential, preference and relationship-based information together to evaluate compatibility across multiple dimensions. Different PairScore models adapt that framework to different decisions and users.

A list is easy.Knowing why is not.

A ranked list of medical schools takes ten seconds to find, and every applicant in the country is looking at the same one. What it cannot tell you is whether the hours you spent in a free clinic, the research you did, or the fact that you intend to practice in the county you grew up in mean anything to the school sitting at number four.

So the real list gets built somewhere else: in a spreadsheet, out of forum threads and admissions averages, with one column nobody can fill in.

school-list-final.xlsx

An illustrative spreadsheet with columns for school, average MCAT and average GPA, and an empty column headed Fit.
SchoolAvg MCATAvg GPAFit
Cedar Ridge5153.74?
Northbank5173.81?
Harbor Point5133.69?
Riverbend5193.88?

Illustrative example. Sample data, not real institutions.

Your list, sorted by fit.Not by prestige.

Personalized rankings and Position Tiers

One 0–100 PairScore per school, built from independently calculated dimensions and shown with the factors that produced it. The Position Tier turns that into Strong Fit, Moderate Fit or Low Fit. It describes the strength of your relationship with that one school, not your rank against other applicants.

pairscore.app / dashboard / cycle-position
The Cycle Position screen, listing schools with their PairScore, attainability, Position Tier, percentile and movement.

Illustrative example. Sample data, not real institutions or real results.

Move one number.The list moves.

Growth Playground

Model a change you are actually weighing. Three more MCAT points, another semester of research, a service commitment you have not made yet. The list re-scores against it, and Cycle Movement shows which schools moved and by how many positions. Free accounts include two scenarios.

pairscore.app / dashboard / growth

Growth Playground

  • 1Cedar Ridge College of Medicine91
  • 2Northbank University School of Medicine88
  • 3Harbor Point University School of Medicine86
  • 4Riverbend University School of Medicine79
  • 5Lakeview State School of Medicine74
  • 6Granite Valley College of Osteopathic Medicine68

Showing the list scored against the current profile.

Illustrative example. Sample data, not real institutions or real results. Switch the scenario to re-sort the list.

Scores summarize.Reasoning explains.

School Alignment Insights

Every school arrives with a written explanation of why it does or does not align with you right now: which of your experiences the model read, which part of the school's stated mission it matched them to, and what it could not find. You are free to disagree with it. You are not left guessing.

pairscore.app / dashboard / school / riverbend

Riverbend University School of Medicine

School Alignment Insights

79Moderate Fit
Mission Alignment
88
Academic Fit
74
Thriving Score
81

Where you align

  • Riverbend's mission names primary care for rural and medically underserved communities in its own state.
  • Your mobile clinic hours and your stated intent to practice in the county you grew up in map onto that directly.

Where you do not, yet

  • Riverbend weights sustained longitudinal involvement. Your clinical hours are spread across four short placements rather than one long one.
  • Nothing in your profile speaks to their rural immersion track, which their own materials treat as central.

Illustrative example. Sample data, not real institutions or real results.

Stop pairing by hand.Pair by theme.

Mentorship matching, applied with To Be An M.D.

A Match Run puts stable matching over your whole participant pool at once: shared experience themes and growth opportunities, mutual requests given priority, and an AI-enriched shortlist pass over the strongest candidates. You approve the pairings. The run does the work of finding them.

institution.pairscore.app / dashboard / matching

Match Run · Sample cohort

Completed

Total pairs
34
Capacity Utilization
82%
Avg match score
78
Unmatched
3
  • MEN-118MTE-042matched to each other. Mutual request.92
  • MEN-104MTE-017matched to each other. Shared theme: rural health.88
  • MEN-131MTE-055matched to each other. Shared theme: translational research.84
  • MEN-127MTE-009matched to each other. Capacity 2 of 3 used.71

Illustrative example. Sample run, not a real cohort.

How PairScore works.Four steps, in order.

  1. 01

    Build your profile

    Academics, experiences, and the AMCAS-style narratives you have already written for your application. PairScore reads the writing, not only the numbers.

  2. 02

    The narratives get interpreted

    Your written experiences are turned into structured alignment signals. The interpretation is gated on narrative completeness, so a thin profile is told it is thin rather than quietly scored as if it were not.

  3. 03

    Your list is scored and tiered

    Every school gets a PairScore, a Position Tier, a Thriving Score and an Academic Fit and Mission Alignment breakdown, with a written explanation of each.

  4. 04

    Change something, run it again

    Growth Playground re-scores the whole list against a change you are considering and shows you the Cycle Movement: exactly which schools moved, and by how many positions.

Questions to askbefore you trust it.

Still have a question? hello@pairscore.com

Your list gets built.This one explains.

Create an account, add the schools you are weighing, and read the reasoning behind every position on the list.