AI search engines are quietly becoming a powerful channel of influence, reshaping how students ask questions, explore options, and even make decisions about where to study. More and more students are turning to ChatGPT instead of traditional search engines to ask questions, get personal recommendations or advice, and narrow down their options before choosing a school.
According to our State of College Search study, nearly 50% of adult learners consult AI search engines as part of their college search process, with 68% preferring ChatGPT. This matters because AI search doesn’t behave like traditional search engines. Instead of scrolling through pages of results, students are now getting direct answers and even school recommendations from AI. For higher ed institutions, this means AI visibility is becoming an important part of students’ college search process, and they need to know where they stand.
Why Higher Ed Needs a Benchmark for AI Search
While students’ search behavior is changing, most higher ed institutions still don’t have the data or insights to measure their AI search performance. They have spent years understanding and working with traditional search; they track keyword rankings, website traffic, clicks, impressions, and conversions. But AI search creates a different challenge: schools don’t know whether AI is recommending them, which student questions it appears for, which of their programs show up (and how often), or why a competitor is being recommended instead.
Current prompt tracking platforms don’t fully solve this problem either because most are built around general AI visibility metrics like mentions and citations. While those signals matter, they don’t give higher ed teams the full context that they need. A school also needs to know where it stands across programs, states, student intents, competitors, and the sources AI uses to shape its responses. This is why schools need a benchmark for AI search performance.
Introducing Manaferra AI Index
Manaferra AI Index is a benchmark platform built for AI search in higher education. It gives higher ed institutions a clear view of how they appear in AI responses, which of their programs are being shown for which student questions, how they compare against their competitors, and what influences those answers.
Instead of only looking at isolated mentions or citations, Manaferra AI Index gives schools a more complete picture of their AI search performance across different programs, states, student questions, competitors, and sources. It’s designed to help higher ed teams understand where they stand now, how their visibility changes every month, and where they may be missing opportunities to reach potential students.
Methodology
To understand which schools and programs AI recommends, we built a dataset of more than 200,000 student prompts across over 100 undergraduate and graduate programs and evaluated those prompts against live AI responses in all 50 states.
Our prompt database combines four primary sources: Manaferra’s State of College Search research, Google’s AI Overview keyword dataset, Reddit, and Ahrefs. Together, these sources reflect the questions students are asking as they research colleges and universities.
Every prompt is evaluated against live AI responses to understand which institutions appear, which programs are recommended, what information AI provides, and which sources influence those responses. The prompts remain consistent from one edition to the next, allowing institutions to compare performance over time using the same benchmark.
The Manaferra AI Index measures performance across multiple dimensions, including AI recommendations, mentions, citations, sources, programs, topics, sentiment, academic level, queries, and advertising activity when it appears in AI responses. These signals contribute to the AI Index Score, which ranges from 0-100, and is used to rank institutions nationally and within their home state.
How Manaferra AI Index Helps Higher Ed Institutions
Manaferra AI Index helps you understand how your institution appears in AI-generated responses and where you stand against competitors. It shows whether AI recommends your school, which programs appear in those recommendations, which student questions you show up for, and the sources that influence those answers. You can also compare your AI search visibility with competitors’ to see where you’re gaining ground as well as where you’re falling behind.
More specifically, Manaferra AI Index helps you answer questions such as:
- Is AI recommending our school, and how often?
- What does AI actually say about our school?
- Which of our programs is AI recommending?
- Where do we show up across all 50 states?
- Which websites does AI trust?
- How do we compare against our competitors?
- Are our competitors running ads on ChatGPT?
Knowing if your school appears in AI answers, where, and why is crucial because it gives you a clearer view of how your institution is performing in AI search and how that performance changes through different programs, markets, and competitors. More importantly, it provides a benchmark that helps you understand where you’re gaining visibility, where you’re being left out of the conversation, and where you should focus your efforts as AI becomes a bigger part of the student discovery journey.
Get Started With Manaferra AI Index
Search for your school to see where you currently stand in AI search. You can explore your visibility, compare your performance with competitors, and see which programs and student questions you’re showing up for.
The data is free to access and refreshed monthly, so you can track changes over time rather than relying on a one-time snapshot.
You can also claim your school’s profile to unlock additional data and gain a deeper understanding of your AI search performance.
Find out if AI recommends your school right now.
