AI agents for tutoring and learning centres

A tutoring centre runs on the school calendar. The director sets programmes and policy, hires and screens tutors, and handles parent concerns. Tutors teach one-to-one or in small groups and jot quick notes between sessions. The front desk answers parent enquiries, books first assessments, sells packages and keeps the waitlist, while someone matches tutors to students by subject, level and free time.

The admin piles up around the sessions. Parents enquire in the evening after a bad report card and hear back the next afternoon. Families buy blocks of hours for two or three children, and balances live in a spreadsheet. Cancellations and make-ups get handled case by case. Before each pay run, the owner compares the schedule with what was actually taught, and parents call the desk because nobody had time to tell them what happened in the last session.

An agent works from your scheduling system's exports and your written policies, using student codes rather than names, and hands every draft to a person.

• Replies to new parent enquiries with subjects, grade levels and how the free assessment works, and offers assessment times.
• Suggests the best free tutor for each new student by subject, level and availability, for the director to confirm.
• Turns a tutor's quick session notes into a short, kind parent update on what was covered and what to practise.
• Applies your cancellation and make-up policy to each missed session and drafts the make-up offer.
• Checks delivered sessions against the schedule before tutor pay and lists no-shows, long sessions and unlogged make-ups.
• Drafts back-to-school, report-card and test-season campaigns for parents who opted in.

Anything about a child's learning needs, behaviour, wellbeing or safeguarding stays with the tutor and the director. So do hiring and clearance decisions, refunds and policy exceptions. No child's name, school, photo, grades, diagnoses or contact details go into an AI tool: the agent works on de-identified text, and your own system merges names into approved templates. A centre with a student portal or online sessions for young children should take COPPA to its adviser, and school records that parents share go back to a school only with their written permission. At the start, every message to parents is drafted by the agent and sent by a person, and anything sensitive always is. Card numbers stay with the payment provider.