Most AI in education is an open-ended chatbot with a school logo. WorldbyFlow is a working example of the other thing: structured, source-grounded generation with a curriculum class, which is worth studying whether you compete with it or learn from it.
Written for Builds learning products; evaluates the AI-in-education landscape.·Runs in the Learning domain
Building learning products means watching the market, the research and the institutions at once. The scans here cover the three: a dossier on an institution, a trajectory read that separates attention from adoption in an edtech trend, a market study with sourced figures, a study of the learning method your product claims to implement, and a literature review on whether it works.
A dossier on a university, a platform or a provider: documented record, stated strategy, reported results. The partner or competitor read.
Where an idea in education actually is on its curve, with attention separated from adoption and the basis stated. Adaptive learning is a claim, and this places it.
A market study with every figure's issuer named and the spread shown. The market slide, checked.
The learning method your product implements, studied: origin, evidence, failure modes. Spaced repetition has a literature; this reads it.
What the research says about whether an approach works, disagreements included. The efficacy section before the sales deck claims one.
The order matters. The first read gives you the structure; the next ones fill the parts that are hardest to source by hand.
The evidence and the failure modes. If your roadmap assumes the method works, this tells you where the assumption is thin.
Attention separated from adoption. The placement your board will challenge.
Documented record, strategy, results. The dossier before the pilot conversation.
One pass that argues against the claim your marketing makes, before a district's research office does.
Every figure and quote links to where it came from. A claim the scan could not source is marked as such rather than dressed up.
Share the reads as pages the product team can open, or copy them as Markdown into the strategy doc.
Ask a follow-up question of any result, or run a Red Team pass that tries to break its own conclusions before someone else does. How the grades work →
The largest and most durable dollars — federal Title II-A formula grants, state residency-grant programs, and staffing-agency contracts — flow to recruitment and stopgap coverage, while retention-side spending (mentor…
The fastest way to judge the result is to pick a subject you know cold and read it against what you know. If a colleague sent you here with an invitation, the credits land on your account when you sign up.