The ecosystem

Three kinds of work


PrepGraph publishes research, sells a learning platform, trains teachers, runs a partner portal and funds a council. All five are the company. This page says what is meant to separate them, and what would show the separation had failed.

Properties
6
Commercial
3
Not commercial
3
This site
PrepGraph's own voice

The formulation

What each kind of work owes

01Research discovers what is possible.

02The Council determines what is responsible.

03The products demonstrate what can be implemented.

The sections below state what that separation forbids, and what would show that it had failed.

The properties

Where money changes hands

What each property is, and whether money changes hands. Nothing below describes what any product does. That belongs on pages where it can be read as a product claim and argued with on those terms.

Fig. 1  The properties, and where money changes hands 6 hosts
Every PrepGraph-related property: the host, whether money changes hands there, and what kind of thing it is.
PropertyMoneyWhat it is
Commercial 3 of 6
academy.prepgraph.comCommercialPrepGraph Academy Professional development Professional development for teachers and school leaders.
prepgraph.comCommercialThe learning platform Product The commercial platform used by schools and students.
partners.prepgraph.comCommercialPartner portal Product Where schools and partners run their side of the platform.
Not commercial 3 of 6
prepgraph.aiNot commercialAcademic Intelligence & Research Research Positions, research directions and open questions. This site.
council.prepgraph.comNot commercialThe Council Non-commercial forum A voluntary, non-statutory forum on responsible AI in Indian schools. Convened and funded by PrepGraph. Certifies nothing, endorses no vendor.
altme.org not yet publishedNot commercialAlterEgo Open initiative A separate initiative on portable, person-owned memory, including a draft open protocol published for comment.
Five of these are PrepGraph’s own properties, and the section below counts those five; altme.org is a separate initiative. Commercial here means only that money changes hands: nothing on this site is sold, and it is still the company’s own voice. On a narrow screen the table scrolls sideways. The third column says what each property is.

In full

Three obligations

Three kinds of work sit behind these properties, and the reason to keep them apart is not tidiness. They carry different obligations and they fail in different ways. Research is obliged to publish the question it could not answer. A forum on responsible practice is obliged to write rules that bind the party paying for the room. A product is obliged to work on a Tuesday, in the period after this one, in a room of fifty, on a device shared between three students. That is a narrower and far less forgiving test than either of the others.

What goes wrong when the three are merged is specific. Research that must support a sale has its finding decided before its question is asked; the sentence we do not know becomes commercially expensive and stops being written. A forum that must protect its convener’s revenue writes guidance the convener already satisfies; its silences then map onto the convener’s weak points, and the guidance works as a moat rather than a floor. A product built to demonstrate a research thesis ships the argument instead of the thing a teacher asked for, and the classroom pays for the argument.

The separation is therefore a set of prohibitions rather than a description of character. Research here does not clear a product for sale. The Council certifies nothing PrepGraph makes. Deployment confers no authority: that a system is running in schools is not evidence that it is right. The formulation quoted above states what each kind of work owes. It is not a report that each is discharging the debt, and in the Council’s case there is nobody yet to discharge it: its founding instruments were published as drafts on 29 August 2026, no voting members are in office, and no ethics review panel has been appointed.

Research
Asks what can be known about a student’s understanding, and at what cost in effort, privacy and error. May not be cited as a reason to buy anything. Its most valuable output is a question stated precisely enough to fail.
The Council
Is to ask what a school should be willing to accept from any vendor running automated systems around children. It has asked nothing yet: no member is in office. May not certify, accredit or endorse, least of all its convener. A rule that cannot bind PrepGraph is not a rule.
The products
Ask what survives a real timetable, and are judged on that alone. May not borrow credibility from the research or authority from the Council. What a product does has to be shown on the product’s own terms.

The five properties

What each property is, and whether money changes hands. Nothing below describes what any product does. That belongs on pages where it can be read as a product claim and argued with on those terms.

prepgraph.ai
This site. Positions on the measurement of learning, open problems, and directions stated as questions. Nothing is sold here, and it is not independent of the company. An argument you are invited to disagree with, not a report of results.
prepgraph.com
The commercial learning platform for schools and students. This is where the company earns its revenue. Commercial. If you are asked to pay, it is here.
academy.prepgraph.com
PrepGraph Academy: professional development for teachers, run as part of the business. Commercial. A teaching programme, not a research output, and not a credential the Council issues or recognises.
partners.prepgraph.com
The operational surface of an existing commercial relationship with a school or partner institution. Commercial and access-restricted. Nothing here is research and nothing here is Council material.
council.prepgraph.com
The PrepGraph Council for Responsible AI & School Innovation, India: a voluntary, non-statutory forum, convened and funded by PrepGraph, and not yet constituted. Its founding instruments were published as drafts on 29 August 2026, open for comment; no voting members are in office and no ethics review panel has been appointed. It holds no commercial role and endorses no vendor, this one included. If you are shown a PrepGraph product described as Council-approved, that description is false.

Where the boundary is, and how weak it is

The honest count is five out of five. The platform, the Academy and the partner portal are commercial surfaces and read as such. This site is not commercial, but it is written, funded, staffed and edited by PrepGraph and argues for positions PrepGraph holds. It claims no independence and should be discounted exactly that much. The Council is convened and paid for by PrepGraph as well. A forum funded by a company selling into the same schools is structurally exposed, and any page telling you otherwise would be the first symptom of the problem.

What is offered instead of innocence is legibility. The funding is stated rather than buried, and the terms are written down and published: who may sit and who may not, what the forum may and may not issue, how a member records dissent, and what happens when the convener wants a particular outcome. Those terms are founding drafts, issued on 29 August 2026 before the Council was constituted, open for comment, and subject to reaffirmation, amendment or withdrawal by the voting members once seven of them are in office. Written rules can be read by a stranger, checked against behaviour, and found to have been broken. Goodwill can only be asserted. These particular rules bind nobody today, because there is not yet anybody to bind.

Nothing here has been tested by a case that cost PrepGraph something it minded losing, and no such case can arise before the Council is constituted and a first study is under way. Neither has happened. The boundary is a design, and the only use a reader has for a design is to hold it against the record when a record exists.

The design is falsifiable. If the Council issues anything that functions in practice as an endorsement, if PrepGraph’s own products sit permanently outside what it examines, if the published terms are amended without record, or if dissent never once appears on the record after members take office, the boundary has failed. The honest description then is that it failed, not that it was always aspirational.

Company voice
All five properties are PrepGraph describing PrepGraph. Three are commercial, one is this site, and one is a forum the company convenes and funds. Being non-commercial makes this site disinterested about revenue and nothing more.
Convened, not spoken for
PrepGraph provides the funding and the convening. It does not provide the conclusions, and it is a subject of the forum’s attention rather than an exception to it. Non-statutory and voluntary: no legal standing, no inspection power, no authority anyone is obliged to recognise.
How to check
Read the Council’s founding drafts before its output, and ask whether it has yet said anything inconvenient for its funder. Today it has issued no output at all, so the question cannot be answered either way. The test runs on material we publish, host and fund, which is its weakness. Dissent recorded by members rather than by us, minutes kept on a site we do not host, and a member free to publish a resignation with its reasons would each reduce that dependence. None of the three exists today.

What this site is not

This page exists so that a reader arriving from the Council can place what they are reading. The register here is argument and open problem. Where a research page would ordinarily reach for a figure, this one reaches for a question and says when the question is still open.

No result is reported here, and none has been reported elsewhere either; the record to date is empty, and saying so is worth more than a figure would be. The policy does not change, because the remedy is not a number on a page like this one. It is work published with its method attached, where someone can attack it properly.

Not the product
No capability of any PrepGraph system is described here, and nothing here is a specification of one. Product pages make product claims. That is their job, not this site’s.
Not a sales page
Nothing is offered for purchase. The commercial properties are named above so they can be avoided. If a page here reads as a pitch, it is a defect.
Not the Council
Nothing on this site is issued by, approved by, or written on behalf of the Council, and its positions are not restated here. Where this page and the Council’s own text differ about the Council, the Council’s text governs.
Not a claim of results
No measurement, benchmark, effect or outcome is reported here, and no method is described. The directions are published; the work that answers them is not. A figure on a page with no method behind it would prove nothing to a sceptical reader, and should not.

Independence

Which pages are the company talking about itself

prepgraph.ai is PrepGraph speaking in its own voice and makes no claim to independence. The PrepGraph Council for Responsible AI & School Innovation – India is convened and funded by PrepGraph, holds no commercial role, certifies nothing and endorses no vendor.

The first sentence covers every page on prepgraph.ai, this one included. The second describes a forum whose separation rests on written rules a stranger can read and check against behaviour, not on anything this page says about it.

Fig. 2  Whose voice each host is 6 hosts
This site
prepgraph.ai PrepGraph writing about PrepGraph. It claims no independence, and should be discounted exactly that much.
The commercial properties
academy.prepgraph.comprepgraph.compartners.prepgraph.com PrepGraph selling. If you are asked to pay, it is here.
The Council
council.prepgraph.com Convened and funded by PrepGraph, and not yet constituted: no voting members are in office. Its terms are published on its own site, and that text governs.
A separate initiative
altme.org A separate initiative on portable, person-owned memory, including a draft open protocol published for comment.
4 rows, 6 hosts. The first three rows are the five properties this page counts, and all five are PrepGraph describing PrepGraph — this page included. The fourth is a separate initiative and is not one of the five.

Notes

  1. The Council’s constituting terms live on the Council’s own site, published as founding drafts on 29 August 2026, before the Council was constituted, and open for comment. This page describes the boundary; it does not restate the terms, and the Council’s text governs where the two differ.
  2. The Council is voluntary and non-statutory. It has no legal standing, no inspection power, and no authority any school is obliged to recognise, including over PrepGraph.
  3. Nothing the Council issues appears on this site first, and nothing on this site should be attributed to it.