The Legibility Problem: Why AI Can’t Read Your Website Like a Student Can
AI doesn’t browse your website the way a prospective student does.
Students click from page to page, compare programs, watch videos, and piece together the information they need. AI takes a different approach. It retrieves, evaluates, and assembles information to answer a specific question.
That difference changes everything.
If your content isn’t organized in a way AI can easily understand, one of two things happens. AI skips your content in favor of sources it can interpret more easily, or it includes your institution in a response but gets important details wrong.
When AI Gets It Wrong
An admissions leader at a major research university once asked an AI chatbot about financial aid for incoming freshmen while preparing a presentation.
Most of the answer was correct. But near the end, the AI blended information for graduate and transfer students into what appeared to be first-year financial aid.
The university’s information wasn’t inaccurate. It simply wasn’t structured in a way that made it easy for AI to separate the different audiences.
A prospective student or parent wouldn’t know the difference. They’d walk away with the wrong impression before ever contacting the admissions office.
Make It Easy for AI to Understand
Legible content makes it easy for AI to find and accurately repeat the information prospective students care about most.
Can AI quickly identify:
- How long a program takes?
- Whether it’s online, on campus, or hybrid?
- What it costs and what financial aid is available?
- Career outcomes and admissions requirements?
If those answers are scattered across multiple pages or difficult to interpret, AI has a harder time understanding your institution.
The goal isn’t to create more content. It’s to make the content you already have clearer, more consistent, and easier for both prospective students and AI to understand.
The Legibility Problem is one of the key concepts explored in AI for Higher Education: A Marketer’s Guide to Visibility, Discovery, and Enrollment in an AI-Mediated World.
Download the whitepaper to learn practical ways to make your content easier for AI to retrieve, understand, and recommend.
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AI for Higher Education
A Marketer’s Guide to Visibility, Discovery, and Enrollment in an AI-Mediated World
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OUR LATEST WHITEPAPER
AI for Education
A Marketer’s Guide to Visibility, Discovery, and Enrollment in an AI-Mediated World
Prospective students aren’t just searching differently. They’re discovering, comparing, and evaluating institutions through AI before they ever visit a website.
This guide explores how AI is reshaping the enrollment journey and what enrollment marketers can do to improve visibility, build trust, and prepare for the future of student discovery.
