How an edtech company gets recommended by AI assistants

Assistants recommend education products on what a parent, a learner or a college can verify: what exactly is taught, who teaches it, who recognises the certificate, what it costs in total, and what happens if it does not work. Claims about outcomes are the hardest part of this category and the part most likely to get your page discounted.

What buyers of an edtech company actually ask an assistant

Three buyers with almost nothing in common. A parent buying for a school child. An adult buying a course to change jobs. An institution or an employer buying a platform for many users.

• "Is this online degree recognised by UGC"
• "Best course to learn a skill and get a job, with placement support"
• "Online tuition for class ten, how much does it cost per month"
• "Is the certificate from this platform valid for a government job"
• "Learning management system for a college, which one integrates with our ERP"
• "Is the no cost EMI on a course actually a loan"
• "What happens to my money if I stop the course halfway"

Three of those seven are about recognition, money mechanics and exit. Those are the questions this industry is least willing to answer in public, which is exactly why answering them wins the query.

The outcome problem

Every edtech company wants to claim results. An assistant answering a parent's question is cautious about repeating a result it cannot source, and it is especially cautious about selection effects: a programme that admits only strong students will report strong outcomes regardless of the teaching.

So if you publish results, publish how they were measured, over what group, and what happened to those who did not finish. A narrower claim with a method behind it is quoted. A large claim without one is not, and it makes the rest of the page suspect. The consumer protection authority has published guidance aimed at exactly this behaviour in the coaching and education sector, and assistants have read it, so the claim that once looked ambitious now looks risky.

Which sources the assistants read for this trade

The recognition lists, first and hardest. The University Grants Commission publishes which institutions may offer programmes in online and distance mode, and which programmes are excluded. The All India Council for Technical Education covers technical programmes. The national skill regulator and the sector skill councils cover vocational qualifications and the national qualification framework alignment of a course. If your claim of recognition cannot be matched to an entry on one of those, an assistant treats it as unverified.

App store listings and their review text, which for consumer learning products is a heavier source than your own site.

Software listing sites, for institutional and corporate learning products, where the category pages are structured and frequently cited.

Exam and admission information portals, which carry the syllabus, pattern and date pages that learners reach first and which then name providers.

Public procurement listings, where a product sold to government schools or colleges has a catalogue entry with specifications and prices that is more precise than anything on a vendor site.

Forums, question sites and video comment sections, where learners describe what a course was actually like, including the refund experience.

What earns a recommendation

The syllabus, in detail. Topics, hours, order, assessment, and what a learner should already know. A syllabus is specific and quotable, and surprisingly few companies publish a real one.

Who teaches, and their actual qualification. Named instructors with verifiable backgrounds, and a clear statement of what is live and what is recorded. Not "expert faculty".

Recognition, named exactly. The awarding body, the type of recognition, the programme it applies to, and the year. If the certificate is your own and carries no external recognition, say that. A course can be worth buying without recognition, but it cannot survive being caught implying one.

The full price. Including anything extra: materials, exam fees, the cost if the learner repeats, and the total payable under an instalment plan against the total payable at once. Hidden totals are a frequent complaint and answering it directly is a strong differentiator.

Who lends the money, if there is finance. If a course is sold with an instalment plan arranged through a lender, name the lender, say it is a loan, and state what happens to the loan if the learner stops the course. This is the single most complained about mechanism in Indian edtech.

The refund and withdrawal terms, in plain words, with the cut off dates and what is deducted at each stage.

Who it is not for. Age, level, language of instruction, prior knowledge, weekly time commitment. Saying who should choose something else makes you the right answer for the people who should choose you.

A worked example: the total cost page

Write one page per programme and lay the money out in the order a buyer discovers it.

Line one: the programme fee, with the month and year. Line two: what is inside that fee, item by item, including how many live hours, how long the recorded content stays accessible, whether doubt clearing is included and for how long. Line three: everything charged separately, named: printed material, courier, examination or certification fees paid to a third body, a resit, a project evaluation, a device or a proctoring charge. Line four: the instalment option, stated as the total payable across all instalments, the name of the lender if there is one, and the plain sentence that it is a loan agreement in the learner's name where that is true. Line five: the refund table in words, with the cut off points and the deduction at each. Line six: what happens if the learner pauses, defers to a later batch or transfers to another programme.

Then add the sentence buyers look hardest for: what happens to the instalments if the learner stops attending. Whatever your answer is, publishing it plainly is better than letting a complaint thread be the only account of it.

This page takes an afternoon. It answers the question asked most often in your category, it is quotable line by line, and it will reduce your refund disputes as a side effect.

Where else you need to be present

Genuine review pages and forums, where parents and learners discuss what a course was actually like. You cannot write these and you should not try. What you can do is answer the difficult questions on your own site so honestly that your page holds up beside a candid thread.

Any recognition, accreditation or partnership you genuinely hold should be stated exactly, with the issuing body named and the scope described, because a vague claim of recognition is worse than none.

How to measure it

Ask the blind questions above on more than one assistant, with a class, an exam or a job role attached, and never name your company. Score three outcomes: not named, named with a caution about cost or refunds, named cleanly. Then read the citations, because in this category they are usually recognition lists, exam portals and forum threads rather than company sites, and each of those tells you a different thing to fix.

Disclosure: we sell AI Knows Us, which runs this on a schedule. No tool, ours included, can promise a place in an assistant's answer.

What this does not cover and cannot do

It cannot create recognition. If a certificate is not recognised by any external body, no content strategy changes that, and the honest page says what the certificate is and what it is not.

It does not help with school and college procurement beyond getting you onto the list. Institutional sales run through tenders, demonstrations, pilot terms and payment schedules, and a web page does not decide those.

It also cannot outweigh a bad support experience. Learners write about unanswered tickets and refund delays in the places assistants read most heavily for this trade. Content makes a good operation findable, not a weak one acceptable.

And it does not extend to children's data. If you serve learners under eighteen, the consent and data handling rules apply to what you collect, and that is an obligation to meet rather than a page to write.

Common questions

We cannot publish placement numbers safely. What do we publish instead?

Publish the mechanism: what placement support actually consists of, how many companies visited the last batch, what the eligibility for placement support is, and what happens if nobody is placed. Describing the support honestly is quotable. An unsourced placement percentage is not, and it invites a complaint.

Is the syllabus page not giving away our content?

A topic list is not the teaching. Buyers use the syllabus to judge fit, and institutions use it to map a course to their own requirements. Every serious training provider in the world publishes one, and the ones that do not are assumed to be thin.

Our courses change every few months. How do we keep pages current?

Put a version and a date on the syllabus and the fee, and review them on a fixed day each quarter. A dated page that is one version behind is still usable. An undated page is assumed wrong, which is worse.

Do app store reviews really matter more than our website?

For consumer learning apps, often yes, because the review text carries the complaints and the praise in the learner's own words and it is public and dated. Reply to reviews, particularly the ones about refunds and billing, because your replies are part of the record an assistant reads.

We sell only to institutions. Does any of this apply?

The recognition and outcome parts matter less, and three things matter more: a specifications page precise enough for a tender document, an integration page naming the standards and systems you work with, and a page on data ownership and what happens to student data when the contract ends. Those are the questions an institutional buyer asks an assistant before a demonstration.

What to do first

Publish the real syllabus and the total cost page for your best selling programme, both dated. Then write the recognition page, stating exactly what your certificate is and is not. Those three pages answer the questions that decide this category.