A briefing for school heads
Grow, don't Chase.
We train your teachers to shape AI in their classrooms, before vendors and students shape it for them.
Just buying licences for the AI tools your edtech vendor pitched will not lead to meaningful AI adoption in the classroom. Your teachers have to understand how to approach AI. Meanwhile, your students are already there. Most of your faculty isn't.
For example
Two in three teens use AI chatbots. Almost half of those who used AI for schoolwork did it without telling a teacher. The school's policy will not be the first thing to govern this. The teacher's judgment will.
Cultivated AI for Schools is a 12-hour workshop where fifteen teachers from your school learn to place AI in the context of their daily classroom work. Each teacher walks away with a personalised 90-day classroom plan. The cohort co-authors a school AI policy draft, defensible to your board and to your parents. Critically, they will learn to think clearly about AI as the tools change every quarter.
The discipline · why it works
About AI, in the context of their own faculty, students, and parents. With principles that hold up as the tools change every quarter.
01
Pilot, don't mandate.
8–50 schools. Measured. Then expanded. South Australia is the textbook case.
02
Train teachers first.
Before the tool. Not after. The 68% with no training is not an accident.
03
Write policy. Tell parents.
96% of elementary families have heard nothing from their school. Fix that first.
04
Design for student agency.
Estonia's app refuses direct answers. The PNAS "Tutor mode" neutralised the harm.
05
Augment teachers, never replace.
Aila pauses to keep the teacher in the driving seat. Alpha School's "no teachers" claim is collapsing.
An example
Anjali teaches middle-school English at a 1,200-student CBSE school. Three Year 8 sets, one Year 9 elective, three SEN students across her classes. Twelve years in. The AI conversation in her staff room used to be panic. Now it's practice.
Anjali has internalised four principles she uses on every AI question that lands in her classroom. She stopped asking which tool to buy; she started asking how to think.
What was between Anjali's ears for a decade now runs as agentic skills — in her voice, on her timetable, for her three sets. These are her first five.
Five sections, defensible to the board, the parents, and the regulator. Anjali did not write all of it; the cohort did, together.
Synthetic AI environments her school could not rehearse before. For Anjali, these are unlocks that simply weren't possible.
Some case studies
National rollout · Sept 2025
154 schools
All upper-secondary. ChatGPT Edu + Gemini, free for every teacher. Custom Estonian-language app refuses direct answers; it scaffolds reasoning. 60%+ teachers using AI weekly.
"Estonia's true leap is to learn to think with AI, not instead of it."
Kristina Kallas, Minister of Education
State rollout · pilot → statewide
94%
of student interactions related to curriculum subjects. Built with Microsoft on Azure. 8 schools / 1,500 students → 10K students → statewide. The textbook example of pilot done right.
A federal framework first, then a phased rollout. No mandate. No big bang.
SA Department for Education
The honest counter-example · even the best tool isn't a strategy
15%
of students with access regularly engage with the AI tutor. Free for every teacher worldwide via Microsoft. 795 districts. 2 million users. The product was rebuilt in 2026 in response.
"For a lot of students, it was a non-event. They just didn't use it much. Our biggest lever is investing in the human systems."
Sal Khan · Chalkbeat, April 2026
Why this matters for you
The most thoughtful systems on three continents made the same call. Teacher-first. Scaffolded. Phased. Even Khan, with the best-funded global tutor, came to the same conclusion: the binding constraint is the human, not the model.
Some failure modes
Vendor splurge · bankruptcy
$6.2M
contract with AllHere. ~$3M paid before launch. Eight weeks later: bankruptcy. Student data routed to 8 foreign countries. CEO indicted for securities fraud. FBI raided the Superintendent's home.
Scope too broad. Vendor too small. Procurement before pedagogy.
Cultivated AI assessment
National mandate · political collapse
86%
of teachers and parents opposed the rollout. ₩1.2 trillion (~$850M) committed. Adoption fell 37% → 19% in one semester. Downgraded to "supplementary materials" in August 2025.
"Top-down mandate. No meaningful pilot. No teacher consultation."
Failure-mode summary · OECD
The new category of incident · happening in schools right now
347 / 59 / 6 mo
347 explicit AI images of 59 minors at Lancaster Country Day, Pennsylvania. The school received the tip. Did not report. Police were told six months later, by a parent. Westfield NJ, Almendralejo Spain, and the South Korea Telegram scandal (500+ schools, 920 victims) are the parallel stories.
40% of US students aware of deepfakes in their schools. 6 in 10 teachers unaware of any school policy for handling them. The federal TAKE IT DOWN Act now applies.
CDT, 2024 · TAKE IT DOWN Act, May 2025
Why this matters for you
The failure modes above are the default outcome when AI procurement, or AI panic, comes before AI thinking in the staff room. Stages 1 and 3 of the Cultivated AI for Schools workshop exist precisely to ensure your faculty approaches AI with the clarity, and the policy, to avoid all three.
The engagement
A 4-stage workshop that moves your faculty from L0 / L1 to L2, with the trajectory and tools to reach L3 on their own.
Every stage is workshopped in the context of your subjects, your students, and your school's policies.
Twenty years across Pixar (six animated features, three Academy Awards), EA (Spore, BAFTA-winning), Lumosity, and Osmo — building learning software for children. Carnegie Mellon. Author of the AI curriculum Talking to Machines.
Schools that win don't chase the next vendor. They grow the teachers they already have.