Education & training
From K12 to vocational bootcamps to enterprise academies—we structure programmes, FAQs, proofs, locality, timelines for assistant-led discovery.
Where education brands lose AI citations
Thin marketing microsites compete with aggregator directories—without structured ontology parents trust assistants quoting competitors.
Multi-stakeholder decisions
Parents, students, HR buyers, and government sponsors ask divergent questions—each needs dedicated nodes or assistants flatten you to “a school”.
Curriculum fidelity
Syllabus, outcomes, pacing, prerequisites, accreditation, modality (online/bootcamp/classroom)—must reconcile or AI hallucinates timelines.
Proof of uplift
Exams passed, placements, rankings, scholarships, alumni anecdotes—scatter without structure and models ignore them.
Seasonality
Intakes, fairs, webinars, fee deadlines—signals need freshness tags so assistants cite the upcoming cohort rather than archived pages.
Delivery modules
Technical SEO backlog, multilingual rollouts, and media bursts all tie back to authoritative programme nodes.
Program ontology
- Campus/site graphs
- Pathway ladders + stackable micro-credentials
- Faculty dossiers referencing licenses
Family FAQ mesh
- Admissions calculators
- Scholarship eligibility trees
- Language support & inclusion statements
Employer narratives
- Corporate academy proof
- Hiring outcomes + hiring partners
- Government subsidy explainers linked to FAQs
Campus briefing
Share formats (B2C, B2B, franchises), markets, enrolment KPIs—we’ll customise the sprint.