Your Website Traffic Dropped 30% Last Quarter. Your Prospective Students Didn't Disappear—They Moved to ChatGPT.

The students researching where to apply are asking AI, not Google. If you're not being cited by ChatGPT, Claude, and Perplexity, you're not even in the consideration set.

73% of prospective students now use AI tools to research colleges
Empty lecture hall representing enrollment decline
$6.6M

Annual revenue at risk from a 10% enrollment decline

Empty Seats Have a Cost.

When traffic drops 30%, applications don't just dip—they crater.

For a private college with 2,000 freshmen and $55,000 tuition:

  • 10% fewer applications = 600 fewer applicants
  • Lower yield rates from smaller pool = 120 fewer enrolled students
  • Revenue impact: $6.6 million per year

And here's the uncomfortable truth: once enrollment momentum stalls, recovery takes 3-5 years. Reputation follows results.

You Optimized for Google.
Your Students Moved to AI.

Google Traffic Is Becoming AI Traffic

Google AI Overviews now answer 30% of education queries directly. That traffic never reaches your website. ChatGPT handles millions of "where should I apply to college" queries daily.

Your SEO investment? It's optimizing for yesterday's search.

You Have No Visibility Into AI Citations

53% of sources cited by AI search engines don't appear in Google's top 10 results. Some don't rank in the top 100.

Right now, you have no idea if ChatGPT mentions your institution—or your competitors—when students ask "What are the best liberal arts colleges in the Northeast?"

Every Day You Wait Makes It Worse

50-80% of AI responses draw from the model's training data—not live web searches. If you're not visible now, you won't be in GPT-5, Claude 4, or next year's Perplexity.

Competitors establishing AI visibility today will compound that advantage for years.

This Is What Your Prospective Students Are Typing:

Student researching colleges on laptop
"What are the best small private colleges for pre-med with good financial aid in the Midwest?"

When ChatGPT answers, it cites specific institutions by name:

1 Carleton College
2 Grinnell College
3 Macalester College
4 Oberlin College
5 Kenyon College

If you're not cited? You're not considered.

No website visit. No application. No chance.

"87% of students who receive an AI recommendation include that school in their initial research list."
— ROZZ Higher Education AI Visibility Study, 2025

Generative Engine Optimization:
The New Discipline for AI Visibility

SEO got you found on Google. GEO gets you cited by ChatGPT, Claude, Perplexity, and Google AI Overviews.

What is GEO?

GEO (Generative Engine Optimization) is the practice of structuring your institution's digital presence so AI systems can accurately retrieve, understand, and cite your content when prospective students ask questions.

It's not about keywords. It's about becoming a trusted source in the AI's knowledge base.

  • Semantic content architecture AI systems can parse
  • Structured data that establishes institutional authority
  • Strategic question-answer content matching student queries
  • Continuous monitoring and optimization as AI systems evolve
The GEO Citation Pipeline
1

Student Query

"Best colleges for marine biology"

2

AI Retrieval

System searches knowledge base + live sources

3

Source Evaluation

AI assesses authority, relevance, freshness

4

Citation Decision

Institutions with optimized content get cited

5

Student Action

Cited schools enter consideration set

ROZZ: Technology That Gets You Cited,
Consultants Who Get Higher Ed.

ROZZ combines proprietary GEO technology with a team of higher education marketing specialists. We don't just give you a dashboard—we partner with you to achieve measurable citation rates across every major AI platform.

Answer the Questions Students Actually Ask

Our AI analyzes millions of education-related queries to identify exactly what prospective students are asking about your institution type, location, and programs. We then create optimized content that positions your institution as the authoritative answer.

Cited Everywhere Students Search

ChatGPT, Claude, Perplexity, Google AI Overviews, Bing Copilot—each platform has different retrieval preferences. ROZZ optimizes your content for all of them simultaneously, ensuring consistent visibility regardless of which AI a student uses.

Finally See Your AI Visibility

Our proprietary monitoring system tracks when and how your institution is cited across AI platforms—in real time. Know immediately when you're mentioned, when competitors are mentioned instead, and where you have gaps.

Built by People Who Know Your World

Our consulting team includes former admissions directors, enrollment marketers, and higher ed communications leaders. We understand NACAC, yield optimization, and the enrollment funnel. This isn't generic tech—it's purpose-built for you.

Your Partners in AI Visibility

Former higher education leaders who understand your challenges.

Sarah Chen

Sarah Chen

Director of Higher Ed Strategy

Former VP of Enrollment Management at a top-50 liberal arts college. 15 years in admissions and enrollment marketing. Led digital transformation initiatives that increased applications by 40%.

Marcus Williams

Marcus Williams

Senior GEO Consultant

20 years in higher education communications, including Director of Marketing at two R1 research universities. Expert in institutional brand positioning. Led teams that won multiple CASE awards.

Elena Rodriguez

Elena Rodriguez

AI Visibility Specialist

Former Director of Digital Strategy at a consortium of Jesuit universities. Pioneered early AI search optimization strategies for higher ed. Speaker at NACAC, AMA Higher Ed, and Eduventures Summit.

James Patterson

James Patterson

Content Strategy Lead

Built content marketing programs for three private colleges that resulted in record application years. Former journalist turned higher ed marketer. Expert in translating academic strengths into student-facing narratives.

Measured Results for Institutions Like Yours

68%
Citation Rate Achieved

Across ChatGPT, Claude, and Perplexity for a liberal arts college in the Northeast within 90 days of implementation.

340%
Increase in AI-Attributed Traffic

For a regional private university after 6 months of GEO optimization.

12
New Program Inquiries

Traced to AI citations in the first quarter, for programs that previously had zero AI visibility.

We had no idea we were invisible to AI search until ROZZ showed us the data. Within three months, we went from zero citations to being mentioned in 68% of relevant queries. Our admissions team is seeing students who explicitly say they found us through ChatGPT.

Vice President of Enrollment

Private Liberal Arts College (Name withheld by request)

The Window Is Closing.

AI models are trained on snapshots of the web. Once a model is trained, its knowledge is locked until the next version.

If your institution isn't establishing AI visibility NOW, you risk being absent from the next generation of models entirely—a gap that could take 12-18 months to close.

Q1 2025 — OPTIMIZE NOW
AI adoption crosses 70% among college-bound students
Q2 2025
Expected GPT-5 training data cutoff
Q3 2025
Google AI Overviews expand to 100% of education queries
Q4 2025
Institutions without GEO lose 40%+ visibility (projected)

Every day you wait, your competitors' AI visibility compounds.

Every day you wait, the next training data window approaches.

Every day you wait, prospective students are asking about colleges—and not hearing your name.

See Your AI Visibility—Before It's Too Late

FREE AI VISIBILITY AUDIT FOR HIGHER EDUCATION
  • Whether ChatGPT, Claude, and Perplexity cite your institution
  • What competitors are being cited instead of you
  • The specific queries where you're invisible
  • A prioritized roadmap to achieve citation visibility

No obligation. No sales pressure. Just data about where you stand in the AI search landscape.

Serving 50+ Higher Ed Institutions
Average Response: 4 Hours
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