Give education teams more context. Keep decisions with people.

institutional leaders and operations heads; accountable owner for a starting workflow: admissions or student-services manager.

repeated enquiries, fragmented programme information, incomplete submissions and handoffs between departments.

These are illustrative administrative or assistive applications, not live product features.

• Admissions enquiry → retrieve approved programme information → prepare a response → staff review eligibility questions.
• Application-document intake → identify missing items against an approved checklist → prepare a follow-up for staff approval.
• Student-service request → classify administrative need → prepare context for the responsible department.
• Policy question → retrieve the authorised policy version → prepare a source-linked answer with escalation for ambiguity.

permissioned institutional knowledge, task handoffs, approval gates and execution evidence; public course material separated from restricted student records.

Measures to establish against your current process, not results already achieved.

• answer correctness
• enquiry handling time
• incomplete-file rate and escalation appropriateness

no autonomous admissions decisions, grading, disciplinary outcomes or student-welfare assessments; minimise children's and student personal data.

Can programme information be kept distinct by campus? How would restricted student information be handled? Who reviews an eligibility question?

authorised policy versions, institutional owner, consent/access requirements and non-sensitive sample enquiries.