Industries
AI search visibility for schools, colleges and course providers
Students and parents now ask AI which program, school or course to choose, and what it costs and leads to. Attensira reads those answers every day, finds the pages that decide them, and its crew of AI agents drafts the program pages and listings that get you named. Claims wait for your approval.
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Writer filedWaits for youAdd fees, start dates and outcomes to the part-time program page
Tracked question: “part-time master's with evening classes”
Answers compare programs on cost and outcomes, from public data and from pages that state them. Your page states neither.
It states fees, dates and outcomes, so it waits for your approval in every mode.
- Approve
- Edit, then approve
- Decline with a reason
What does an AI answer say when a student compares programs?
Answers compare programs on cost, schedule and outcomes, from pages that state them. The Writer drafts the program page from your published figures; any number on it waits for your approval.
- Buyer question
- “online MBA I can finish in two years”
Question: online MBA I can finish in two years
ChatGPT answered: For an online MBA you can finish in two years, University A lists the total fees, the weekly hours and the start dates on the program page, and College B states its graduate outcomes with the year they were measured.
Sources cited
- 1university-a.example
- 2college-b.example
Not namedYour school is missing from this ChatGPT answer.
Writer · drafts the fix for your approvalExample · a typical education buyer question; businesses lettered, not realWhy do AI answers matter in education?
A student comparing programs asks about cost, entry requirements, outcomes and fit. In the US, an assistant can answer some of that from public federal data without reading your site at all. What it cannot get from that data is what your program is like, who it suits and what it asks of a student. That has to be on your pages.
- Outcomes are public data
- An assistant can compare you on cost and outcomes from federal data without your help. Your program pages should state the same figures, so the two sources agree.
- .edu is a credential
- The domain signals eligibility in a way a .com cannot. A provider without it has to state its accreditation, and who grants it, in plain words on the page.
- Records move to the student
- Visibility work starts from public pages: programs, fees and outcomes. Student records never enter it, whoever holds the rights to them.
What does a real reading look like?
The frames above are illustrations for an education business. This one is real: our own workspace, for a buyer question that names who is asking, “AI search visibility for agencies”. Engines built those answers from the sites in the chart and cited attensira.com in none of them. Your first reading looks the same, for your buyers’ questions: the sites to get onto, and where you stand.
- Answers read
- 111, ChatGPT and Perplexity
- Cited us
- 0 of 111
| Name | Cited in | Count |
|---|---|---|
| wpengine.com | 55.0% | 61 |
| developers.google.com | 41.4% | 46 |
| loudface.co | 40.5% | 45 |
| vitasoft.co | 36.9% | 41 |
| ahrefs.com | 35.1% | 39 |
| attensira.comus | 0.0% | 0 |
Researcher · Read on the daily runattensira.com workspace, read over the Attensira MCP · · n=111 answers, 21 of 31 days sampledWhere do you start?
The order the work usually goes in for an education business.
- Measured
- Before and after each step, on the same questions
- Claims
- Wait for your approval at every autonomy level
- Undo
- For 30 days after a change ships
- 01
Pick the questions students ask
In their words: 'part-time MBA in Manchester under 20k', 'best coding bootcamp for career changers'. These are read every day.
How prompts are tracked - 02
See who is named and why
The first reading shows which institutions each answer names and which pages, directories or datasets it leaned on.
How citations are read - 03
Fix program pages
Drafts land in your CMS for you to approve, with fees, dates and outcomes left for your team to confirm.
Where the work lands - 04
Read each recruiting market
Add the countries you recruit from and read the answers there, in their language.
Markets
What does the crew do for an education business?
The crew reads the questions students and parents ask, every day, and works on the pages that decide the answers. Fees, dates and outcomes are claims, so they wait for your approval.
- Programme pages that answer questions
- The Writer drafts the parts of a program page students ask about: who it suits, entry requirements, cost, format, what graduates go on to do, stated in text.
- Consistent with the public data
- Where public outcome data exists, your pages should agree with it or explain the difference. The Writer drafts that explanation for your team to check.
- Course directories and rankings
- When an answer leans on a directory with out-of-date details, the crew drafts the correction for you to send from your mailbox.
- Read in each country you recruit from
- Add markets, and the same questions are read country by country, in the language students there ask in.
What should you check first?
A list to run against your own site and listings before any work starts.
- Run it against
- Your site, and the listings and directories about you
- When
- Before the first change ships
What makes education hard
- Programme pages list modules but not who the course is for or what it leads to.
- Fees, entry requirements and dates are in PDFs that engines read poorly.
- Third-party course directories describe programs out of date.
- 01
Each program page says who it is for and what it leads to
- 02
Fees, entry requirements and start dates are in page text, not only a PDF
- 03
Your pages agree with your public outcome data, or explain the difference
- 04
Course directory listings are current
- 05
Pages exist in the languages your applicants ask in
- 06
robots.txt does not block the search crawlers of ChatGPT, Claude or Perplexity
Questions about AI visibility in education
Does a .edu domain help with AI visibility?
Buyers can compare us on federal data. Does our page matter?
Does FERPA limit this work?
Will anything be published without our review?
Is pricing different for education?
Where do these facts come from?
The IANA root zone database records .edu as a sponsored top-level domain whose sponsoring organisation is EDUCAUSE, with VeriSign Global Registry as the technical contact.
iana.org · read
Read it at the sourceUnder FERPA, rights over education records transfer from the parents to the student when the student turns eighteen or enters a postsecondary institution at any age.
studentprivacy.ed.gov · read
The source's own words
“when a student turns 18 years old, or enters a postsecondary institution at any age, the rights under FERPA transfer from the parents to the student”
The US Department of Education publishes College Scorecard institution-level data on institutional characteristics, enrolment, student aid, costs and student outcomes covering 1996-97 through 2025-26, downloadable in full with published API documentation.
collegescorecard.ed.gov · read · changes often, check the source
Read it at the sourceUS educational services had 173,246 private establishments, 66,459 local government, 8,413 state and 215 federal establishments in Q1 2026, preliminary (QCEW). In a separate series (CES), it had about 4.0 million employees in July 2026.
bls.gov · read · changes often, check the source
Read it at the source
Software that does your AI-search visibility work.
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Tell it where you want to be cited.
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attensira.com's own workspace · read 4 Oct 2026 · n=4,518
197/ 4,518 answers4.4%