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Education.

Enrolment surfaces, learner journeys, and outcome dashboards that grow students rather than scoring them.

For — Schools, training providers, civic EdTech

§ A · Civic angle

Why this vertical, why now.

Education is one of the rights we name on the home page — and the surface where AI’s extractive defaults harm the most. We refuse to ship systems that score students for engagement, sell their data, or replace the teacher’s judgement. Coaching, never replacement.

§ B · The landscape

Regulatory + ethical context.

FERPA in the US, COPPA for under-13 learners, provincial education laws in Canada, accessibility (WCAG AA) requirements, and increasing regulation of AI in classrooms across most OECD jurisdictions.

§ C · Charter alignment

4 instruments from the Charter carry the weight here.

Every NeuroBazar engagement is anchored to specific Charter modules — published with dual purpose. For education, these are the load-bearing ones:

All 20 instruments →

◎ Explainability

No. 05

Every AI decision arrives with its reasoning attached.
↑ Coaching

No. 07

AI that grows the human, not replaces the human.
⌘ Governance Center

No. 12

Policy enforcement across every tenant, model, and surface.
✓ Approval Policies

No. 19

Consent paths that AI can read, follow, and never bypass.

§ D · What we would ship

Three patterns we have built for this vertical.

We do not show invented case studies. We describe the project patterns we would ship for you, anchored in the Charter modules above. The names of past clients are private; the shapes of the work are not.

Pattern 01

Dignified enrolment

Enrolment forms that explain what is asked and why. No data sold downstream. Parental consent treated as a named entity, not a checkbox.
Pattern 02

LMS with consenting AI assistance

Coaching surfaces for learners that grow capability — not engagement. Teachers see what AI suggested, and can override silently.
Pattern 03

Outcome dashboards parents can trust

Progress reports with the underlying evidence visible. Outcome predictions labelled as predictions, never as verdicts.

§ E · 90-day blueprint

From kickoff to handover, in twelve weeks.

The work is concentrated. The horizon is short on purpose — a clear delivery, then a decision about what comes next. No "discovery phase" that stretches into a billable quarter.

Step 01

Weeks 1–2

FERPA / COPPA baseline. Teacher interviews. Parent consent flow audit.
Step 02

Weeks 3–6

Enrolment surface with consent vocabulary. Coaching surface for learners.
Step 03

Weeks 7–10

Outcome dashboards live with explainability. Teacher override paths verified.
Step 04

Weeks 11–12

Regulator-ready privacy pack. Staff training, parent-facing transparency note.