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College Fit Project

College Fit Project helps students compare colleges by fit instead of prestige. It builds a personalized scorecard from official data and AI-evaluated custom factors so users can see which schools match their priorities.

College Fit Project

Overview

College Fit Project is a college selection tool that scores schools based on how well they match a student’s priorities. Instead of ranking colleges by prestige, it lets you build a personalized scorecard from factors you choose, including pre-built data points and custom criteria evaluated by AI.

The product combines federal college data, campus safety data, and climate data with your own weighting of what matters most. You can search from more than 3,900 colleges, add custom factors in plain English, and compare schools by a CollegeFit Score that reflects your individual preferences.

Core features

Personalized CollegeFit Score

Build a score around the factors you care about, including tuition, campus size, acceptance rate, climate, campus safety, and other pre-built criteria.

AI-evaluated custom factors

Type custom preferences in plain English, such as school spirit, proximity to skiing, or strength of a program, and the AI evaluates each college against that criterion.

3,900+ colleges with preloaded data

Work from a database of more than 3,900 colleges with many fields already populated, so you can compare schools without manually collecting basic data.

Auto-populated federal data

Pull in official data such as tuition, test scores, enrollment, graduation rates, and median post-grad earnings from the College Scorecard API.

Side-by-side comparison view

See colleges side by side with their CollegeFit Scores so you can compare how each school fits your priorities across multiple dimensions.

Free-to-start, one-time unlock

Start free with one college and then unlock fuller list-building for a one-time payment, rather than a recurring subscription.

Common use cases

  • Building a personalized college shortlist

    A student who wants to compare colleges by fit rather than prestige can assign priorities such as tuition, campus size, climate, and program quality, then review a personalized score for each school.

  • Scoring subjective preferences

    A student with a specific preference that is hard to quantify, like school spirit, outdoor access, or proximity to skiing, can describe it in plain English and let the AI score each college.

  • Researching colleges faster

    A student researching many schools can rely on preloaded federal data for tuition, acceptance rates, graduation rates, and enrollment instead of collecting every detail manually.

  • Comparing final choices

    A student comparing a final set of options can view scores side by side to see how colleges stack up across the factors that matter most to them.

  • Trying the product before paying

    A student can test the free tier with one college before deciding whether to pay once for expanded list-building and unlimited custom factor evaluations.

Pros and Cons

Pros

  • Lets you define your own criteria instead of relying on a one-size-fits-all ranking.
  • Includes more than 40 pre-built factors with official data already loaded.
  • Supports AI scoring for custom factors written in plain English.
  • Searches a database of more than 3,900 colleges with many fields auto-populated.
  • Offers a free starting point and a one-time unlock instead of a subscription model.

Cons

  • The site does not provide a detailed product documentation page, so some workflow details are still unclear from the public content alone.
  • The pricing page shown is minimal and does not present a full plan table or extensive billing details.

FAQ

Is College Fit Project really free to start?

Yes. The site says you can sign up, create a student profile, add one college, and see a full CollegeFit Score without paying. The free tier does not require a credit card or trial period.

How is this different from college rankings?

College Fit Project lets you define what matters to you and then scores colleges against those priorities. The site positions this as different from broad ranking sites because the score is personalized rather than based on a single prestige-style list.

Where does the college data come from?

The site says most college data comes from the U.S. Department of Education’s College Scorecard, with campus safety data from federal Clery Act filings and climate data from NOAA’s 30-year weather normals. Custom factors are evaluated by AI based on your plain-English descriptions.

Is my data private?

Yes. The privacy policy is linked from the site, and the FAQ states that student profiles, college lists, and factor weights are private to your account and are not sold or shared with colleges.

What if I need help?

The site provides a support email at [email protected] and says the team responds to every message.

Quick Facts

Category
College planning / decision support
Platform
Web app
Primary users
Students building a college list
Data sources
U.S. Department of Education College Scorecard, federal Clery Act data, NOAA weather normals
Pricing shape
Free to start; one-time paid unlock mentioned on the site
Domain
collegefitproject.com