Easy Money vs. a Defensible Business: Building Ethical AI for Students

There is easy money in ed-tech and there is a defensible business, and right now they point opposite ways. We chose the one that helps a student learn and refuses to do the work for them — and built the refusal in.

Easy Money vs. a Defensible Business: Building Ethical AI for Students

There is easy money in education technology and there is a defensible business, and right now they point in opposite directions. The easy money is a machine that writes the paper for you. The defensible business is a tool that helps a student learn and refuses to do the learning for them. We chose the second, on purpose, and built the refusal into the product.

A values decision, engineered

ProfPrep, the study-tool company in our portfolio, builds AI tools for a student's exact course and professor. The temptation in that model is obvious — let the tool do the assignment and watch the subscriptions roll in. We drew the opposite line and wired it in: the tutor is Socratic, built to ask the next question rather than hand over the answer; the essay tool critiques a draft the student already wrote and is instructed never to generate submittable prose; and the professor intelligence is grounded in real data with a hard no-fabricated-ratings rule. Help the student; never do the work.

Inside each school's rules

Every tool operates within the academic-integrity policy of the specific institution it serves — not a generic honor code and not our own opinion of what is fair. What counts as permitted help is the school's decision; the tool honors it. And because a study tool that is confidently wrong is worse than none, every surface is grounded in a real corpus and verified by an independent model from a different lab before it ships. The author never grades its own work.

Why it matters to the business

A tool that quietly makes its customers worse at the thing they are paying to learn is not a business; it is a liability with a subscription. Building the honest version is also the durable one — it aligns with where the guidance is going (UNESCO and the US Department of Education both center human agency and keeping people in the loop), and it is the standard we hold across every company we run. We would rather build the tool that makes the struggle productive than the one that sells the illusion of skipping it.

The full write-up lives on jessemyers.ai.