Perspectives on admissions, rules, and the road to defensible AI.
Field notes from the teams building, buying, and regulating admissions decision infrastructure. New posts every few weeks.
Why Automated Admissions Should Recommend Decisions, Not Make Them
The single most useful word in admissions automation is 'Recommended.' The system makes a recommendation; the assessor makes the call. That one word is what decides staff trust, regulatory framing, appeals, and audit defensibility.
How Automated Admissions Actually Decides: The Language Model Reads, Your Rules Decide
Every CIO asks the same question in the first five minutes: does the AI make the admissions decision? The only defensible answer separates the two jobs - the language model reads the documents, and your institution's own deterministic rules decide the outcome.
Automating University Admissions: How AutoEnrol Works in 5 Minutes
How AutoEnrol reads applicant documents, evaluates them against your institution's rules, and produces a defensible recommendation in under a minute, with a full audit trail your team controls.