Education and training
Students and families ask AI assistants what to study, where and on what terms, and they ask at specific times of the year. TrustInsider measures your institution’s presence in each period, with the facts the answers report.
Four moments
The questions of people choosing a course of study follow the year: first inspiration, then comparing institutions, then deadlines and finally the entry rules. Each moment asks your pages for different facts.
Months before enrolment, people ask which courses exist and where a subject is taught well. Closer to the deadlines they ask about dates, costs, requirements and entrance tests. After admission they ask about accommodation, grants and services. And some people use the answer to cross an institution off the list before even visiting its website.
Four periods in choosing a course of study: what students and families ask in each and which fact, on the institution’s pages, decides the answer.
| Period | What they ask | Fact that must be right |
|---|---|---|
| Discovery | Which courses exist and in which subjects | The course offering for the current year |
| Comparison | Where to study and with which services | The course pages and student services pages |
| Deadlines | Admission dates, costs and requirements | The admissions page with the year stated |
| After admission | Accommodation, grants and canteens | The services pages, updated and dated |
Dates and fees
During the enrolment period, outdated information is costly: a wrong deadline means a missed opportunity, an old fee changes the choice. Assistants often repeat what they find on pages that are no longer up to date.
A previous year’s admissions page left online is a perfect source for a wrong answer: it has all the data, in the right form, but for the wrong year. The cure is to state the academic year on every page and archive old versions with their year, rather than leaving them next to the new ones.
The admissions page of a sample institution: the academic year highlighted, the update date added and the previous year’s page removed from navigation and archived.
Avoid: the answer reports the fee and deadlines of the previous academic year, taken from an admissions page left online. Do: admissions pages carry the year and the update date, with the data in structured form, and old ones are archived.
Courses and universities
When the course offering changes, the answers lag behind: a course that has moved, closed or been renamed keeps appearing, sometimes under the name of another institution in the same city.
It is checked by comparing the answer with the country’s official register of courses. When your list of courses matches that register, with the name, code and location of each course, a wrong attribution immediately meets a source that contradicts it.
A declared sample answer to a question about where to study communication design, with the institution named, the course wrongly attributed and the source cited.
QuestionWhere can I study communication design in the city?
AI assistant · sample answer
In the city you could look at the Demo Institute, where you’ll find a degree course in communication design with workshops on the city-centre campus. This is reported by a guidance portal in its course guide.
The institution makes it into the answer: it is named among the possible choices.
The course belongs to another university in the same city, not to this one.
The portal’s guide hasn’t been updated since the course offering changed.
Questions that change
Measuring in October the questions people ask in March gives a false picture. The education panel is built by period, and the comparison only holds between cycles with the same questions.
GEO monitoring keeps a group of questions for each period of the year and compares it with the same period of the previous cycle, with the same questions and the same assistants. That way spring sees the questions about deadlines, and autumn those about choosing a course.
Four steps in the work on a seasonal panel: choose the period, collect the answers, compare them with the same period of the previous cycle and update the pages before the deadline.
Each period of the year has its own group of guidance questions.
The cycle’s answers come in on the same questions and from the same assistants.
The cycle is read alongside the same period of the previous cycle.
The pages that need to change are fixed before the deadline.
Avoid: guidance questions stay identical all year, and the spring cycle doesn’t see the requests about deadlines. Do: a group of questions per period, compared with the same period of the previous cycle.
Search and answers
For an institution, assistants’ answers and Google and Bing results often tell the same story with different sources. The platform keeps them side by side and shows you how they change from one period to the next.
The glimpse shows the Search indicators on a demo brand: the average position on Google and on Bing, the share of searches in the top ten results and the AI summaries that cite the website, each next to the previous period. For an institution it is guidance questions that fill that panel; AI visibility tells you whether assistants name you for the same questions, and AI claims checks dates, fees and requirements against your pages.
Distance learning
Those who sell online courses don’t have a single enrolment season, but questions that change with editions and promotions. The typical risk is a course described with the syllabus or the price of a past edition.
In answers about online courses, what matters is duration, format, certificate awarded, price and the date of the next edition. When the assistant takes these facts from a resale platform or an old review, the person arrives with the wrong idea of the course. The work is the same as for the classroom, at a different pace: each edition has its own dated page, closed ones stay archived, and the panel follows editions rather than months.
A sample online course described twice: as reported by an answer that reads the past edition and as it really is in the current edition.
| Past edition in the answer | Current edition on the website | |
|---|---|---|
| Syllabus | Eight modules with a final group project. | Ten modules with a final individual project. |
| Method | Live lessons at fixed times in the evening. | Recorded lessons and live sessions every week. |
| Certificate | Certificate of attendance with no final exam. | Certificate awarded after a final assessment. |
| Price | The price of the launch offer, now closed. | The full price of the edition, with the instalments stated. |
A dedicated page
Universities have their own questions, by subject and by entry rules, and their own sources such as student communities. That is why they have a dedicated page, which this one doesn’t repeat.
On the universities page you’ll find how to read a university’s presence by subject, why an abolished admission test can remain mandatory in the answers and how student discussions enter the sources.
Schools, universities, business schools and online learning, positioned by how much their questions depend on the time of year and how much the subject matters, without numbers.
How much the subject matters
How much the question depends on the period
Families ask mostly in the enrolment months, by area more than by subject.
Questions follow the call for applications and are almost always asked by degree course.
Programmes with several admission windows, chosen by specialisation.
Editions spread across the whole year, chosen by the skill to be acquired.
Frequently asked questions
When to measure, where outdated fees come from, what the difference is between Search and AI visibility and how online learning is organised.
In all the periods when the questions change: discovery, comparison, deadlines and after admission. Each period has its own group of questions, compared with the same period of the previous cycle.
Because an old page can still be reached or because a third-party source has copied it. What you need is a page with the academic year stated and the previous versions archived.
No. Search looks at Google and Bing results for guidance questions; AI visibility looks at whether assistants name and recommend you. Side by side, they show which pages support both.
Yes, because its calendar follows course editions more than the months of the school year. Questions are grouped by edition.
Related paths
Each role uses the platform with a different goal. From here you compare the other solutions, the path from brand to verification and the methodology behind the numbers.
Abolished entrance tests, courses missing by subject, outdated student forums: find out how AI assistants answer people choosing your university.
Read