For twenty years the enrollment funnel began on Google. A student typed a school name. They landed on the homepage. They clicked Apply. The school had a hand on every step.
That funnel has a new top.
A prospective student today asks ChatGPT what the best part-time MBA in their city is. They ask Perplexity to compare three schools. They scroll past Google's AI Overview before they ever see a blue link.
If you're not in the answer, you're not in the consideration set. The campus tour is the third or fourth step now. The first step happens inside a model.
The structural shift, in three numbers
EducationalOccupationalProgram schema.These numbers come from our own quarterly citation audits across a panel of fifty institutions. The direction of travel is the only thing that matters: each one is bigger this quarter than last.
What changed about the funnel
A traditional search engine ranks pages. An AI engine ranks answers. Those two ranking systems reward different things.
A ranked page rewards: backlinks, keyword density, technical hygiene, brand authority.
A ranked answer rewards: machine-readable structure, comparative content, freshness, source authority a model trusts.
You can have a perfect SEO program and a broken AEO program. We see this every week — schools that rank #1 on Google for "best MBA in [city]" and don't appear at all in the equivalent ChatGPT query.
Rankings reward inputs. AI search rewards being the answer. Those two systems are pulling apart, and most enrollment teams haven't noticed.
The three layers of the new front door
Layer 1 — Crawler visibility
Can the major AI crawlers reach your content at all? GPTBot, Google-Extended, PerplexityBot, ClaudeBot, Applebot-Extended. Most schools have a robots.txt that was last touched in 2019 and a sitemap that hasn't been pinged in a year. Most schools have content gated behind a cookie banner or rendered entirely client-side.
We've fixed all three on a dozen sites. Within four weeks of the fix, citation share starts to move.
Layer 2 — Machine readability
Once the crawler can see the page, can it parse it? This is the JSON-LD layer. EducationalOrganization, EducationalOccupationalProgram, Course, FAQPage, Offer, Person for named faculty. The schemas are public; the spec is well-documented; the wins are mechanical.
Layer 3 — Comparative content and authority
The engines are answering decision questions. Is School A or School B better for X. Which is cheaper. Which has the better placement rate. You either publish that content on your own domain — with sources and disclosures — or the engine borrows it from a forum.
We call this the authoring gap. Most universities have a policy of not naming rivals. The engines do not have that policy. So a Reddit post written by an undergraduate in 2021 is the canonical comparison source for many regions.
What to do about it — in the order you should do it
- Run an AI-engine citation audit. Pick fifteen branded queries (your name + program) and fifteen unbranded comparison queries. Record who is being cited.
- Fix crawler visibility before content. Robots, llms.txt, server-rendered HTML.
- Schema-tag every program page. Templated. One sprint per faculty unit.
- Write the comparison content. Yes, with names. Yes, with evidence.
- Re-run the audit in 60 days. Watch the share move.
A small story
We onboarded a faith-based liberal arts college in March. They had been ranked #1 for their region on Google for three years. They were cited in zero ChatGPT answers about religious higher ed.
We shipped llms.txt, full JSON-LD across the program catalog, and four comparison pages with names. By the seventy-day mark, they were cited in eight of fifteen test queries.
The fix is not creative. The work is patient. The lift compounds.
The bottom line
If you treat AI search as a side project, you'll be outflanked by a smaller school that treats it as a strategic channel. If you treat it as the new front door, you can — for the price of a single sprint per quarter — capture share that ranking and reputation can't buy you.
We're happy to run the first audit free. Paste any program page into the live tool.