Home › Use Cases › Higher Education

AI for Higher Education

16 ready-to-build AI use cases for higher education teams, each built and tested on sample data. Open any kit to see how it was measured and where it fails.

Measured on sample data, not asserted. Every number lives on the kit’s own board.
16use casesfor Higher Education
5kinds of jobthe bars below
967sample documentsin these kits’ data
1,167test casesgraded by code
103failures namedcase by case

What these kits do

Pick a job to narrow the tiles below.

Where they slip, and where to watch

Across 103 named failures

  • Applied the wrong rule · 32%
  • Added or dropped an item · 25%
  • Cited the wrong source · 12%
Watch Higher Education videos on YouTube →

All 16 kits

Higher EducationUC0157Decide which transfer credits satisfy a degree requirement240 transfer credit evaluation packets measuredHigher EducationUC0171Work out a college's aid repayment after a withdrawal60 withdrawal recalculation cases measuredHigher EducationUC0218Check a financial-aid application against its documents60 filed packets measuredHigher EducationUC0219Match campus evidence to the accreditation rule it proves60 evidence items, one artefact each measuredHigher EducationUC0248Catch an enrollment mismatch before a college's census count64 reconciliation packets measuredHigher EducationUC0279Check a scholarship fund's candidates against its terms62 fund pack measuredHigher EducationUC0301Catch bad charges in a university's research subaward invoices62 subaward invoice measuredHigher EducationUC0325Check a family's college financial-aid file60 professional-judgment case folders measuredHigher EducationUC0357Check a student aid disbursement against the enrollment record64 disbursement file measuredHigher EducationUC0379Check a transcript against its school's own pattern60 academic transcripts measuredHigher EducationUC0410Check a department's published class schedule against the course catalog62 schedule-consistency packets measuredHigher EducationUC0477Tell students which financial aid documents are still missing64 student messages measuredHigher EducationUC0508Turn a student account's notes into a refund worksheet64 refund worksheet lines measuredHigher EducationUC0542Sort a campus incident report into the student code's charges64 incident reports measuredHigher EducationUC0589Check a student's aid verification documents against their applicationdocument66 student verification files measured · 198 pages

Rebuilt from the kit files at every deploy · last deploy before this build: 18 Oct 2026