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Learners now type your catalog's filters (free or paid, beginner or advanced, with a certificate, how many weeks) into the assistants they ask, ChatGPT and Google's chat-style answers (Google AI Mode), and read one answer instead of clicking yours.
At Qvery, we help course companies get learners to the right enrolment page and keep their catalog team focused on the courses, not the checking, with custom AI agents that ask your learners' questions every day, match each course to the guides that name it and draft the corrections your team sends.
Where Learners' Questions Send Them
The Class Central page linked under an answer is mostly a ranked guide, a "best courses" page on a site that lists courses from many providers such as "8 Best Web Development Courses for 2026 (Free & Paid)."
Beginner and level questions were where Class Central was strongest: in October it was linked under a third of ChatGPT's answers asking for a beginner or intermediate course, a small base, second only to Coursera. So put Class Central effort behind your free and entry-level courses, and not behind your certificate courses.
Which Pages Answer a Certificate Question
| The learner asked for | What the answer linked |
|---|---|
| Spanish courses before a move abroad | A Class Central guide. |
| Spanish courses that award a proficiency certificate | Instituto Cervantes' Spanish exam pages and university programs; no Class Central page. |
One month's audit can mislead: the certificate drop held from September to October, while the overall pattern shifted.
What Qvery’s Agents Do With the Answers
The GEO Agent supplies the measurement: it runs your learners' questions daily on ChatGPT and Google AI Mode and keeps each answer with the pages linked under it.
We build custom agents into your existing systems. They match each course in your catalog to the guides and the certificate bodies' pages that name it, draft the corrections, and leave the guides for a person to open.
The calculator prices that matching for a course company of about 200 people: one catalog specialist checking each course's listing on the "best courses" guides and the certificate bodies' pages against the catalog and drafting the corrections, about 10% of the week.
At about $107,900 a year, the Bureau of Labor Statistics’ mean pay for training and development specialists with benefits, our stand-in for a catalog specialist, that is about $10,790 a year.
With the agents taking about 65% of it, at about $150 a month to run, it costs about $5,577, saving about $5,214 a year and 135 hours; $10,000 of build pays back in about 23 months. The share of the week, the share the agents take and the running cost are our assumptions, to replace with your own.
Course Listing Upkeep ROI Calculator
What Matching Each Course In The Catalog To The Best-Courses Guides On Aggregator Sites And The Awarding Bodies' Pages That List It, And Drafting The Corrections Costs You, And What An Agent Saves
Saved Per Year
$5,214
135 hours handed back, after $1,800 a year to run it
- Hours Handed Back
- 135 hours a year
- Agent Running Cost (Estimate)
- $150 a month
- Payback Per $10,000 Of Build
- 23 months
On these numbers, the agent saves $5,214 a year after its own running cost, and every $10,000 of the build is earned back in 23 months.
What Stays With Your Catalog Lead
Sending a correction and every review ask stay with a person, and your catalog lead approves every correction. What the agents may read and do is set in a written agreement, your data is processed where that agreement says, and every action the agents take is logged.
Bring Us Your Catalog and Last Month's Answers
Bring the answer export and the catalog sheet, which give us the starting material, plus your learners' questions and who approves. We have the first agents running within two weeks once access is in place, and your catalog lead approves every correction.
Frequently asked questions
Should a course business spend time on Class Central?
Put it behind entry-level courses, where ChatGPT linked it most often, second only to Coursera on beginner and intermediate questions. Give certificate courses less attention there: once a learner asked for a certificate, ChatGPT almost never linked it.
Does a Class Central citation mean ChatGPT recommended our course?
A Class Central citation identifies the page the answer linked to, usually a ranked guide, rather than proving it recommended your course. Check whether the answer names your course, then open the guide to see whether it lists you.
How does a course get listed on Class Central?
Class Central says it collects courses from Coursera, edX and FutureLearn automatically, so a course on those platforms should already have a record there; check it. Smaller and independent providers ask to be listed by emailing Class Central, and errors in a course record are reported the same way.
Do Class Central reviews matter?
Class Central says courses with many positive reviews rank higher in its search, and one of its guides says its picks lean on Class Central reviews, ratings on the host platform and Reddit. It suggests asking students near the end of a course for a review.
Why does ChatGPT stop citing Class Central when a learner asks for a certificate?
The answers do not explain the change, but their links point toward the organisations that issue the certificate or exam, which appeared under more of ChatGPT's certificate answers than its plain ones, in both months.
Does Google AI Mode work the same way?
It links Class Central less overall, and on certificate questions it too leaned on the organisations that issue the certificate or exam. Read each engine on its own, with the same questions asked on both.
How often should we check which course answers cite Class Central?
Check monthly by condition on both engines, asking each question several times; daily tracking gives you more readings between reviews. One month can mislead: the overall pattern shifted between September and October, while the certificate drop held.
Can AI agents do the Class Central check for us?
Within limits. The agents sort the addresses linked in the saved answers, match them to the courses in your catalog and draft the corrections. A person opens the guides, decides what to do and sends every correction.
Should certificate courses use the same question list as beginner courses?
Keep them separate because the conditions led ChatGPT to different sources in our research. Assign certificate questions to the program lead who works with the awarding body, and beginner questions to the course lead who handles reviews and guides.
What should our catalog sheet contain before we automate the check?
Record each course's subject, price, level, certificate, length, and host platforms in one sheet. Those fields let the agents match a cited guide to a course that meets the question's conditions; a list of course names alone cannot do that.
How do we know whether Class Central work brings us business?
Track referrals and enrollments alongside citations. A learner may reach your site through a Class Central guide after seeing it in an AI answer, but the citation itself does not tell you whether that learner enrolled.
Can Qvery handle the recurring course visibility check?
We help course companies get learners to the right enrolment page and keep their catalog team on the courses, not the checking. The GEO Agent records your learners' answers daily, and the custom agents we build match each course to the guides that name it and draft the corrections your team sends.
