Who stays in control?
Teachers and coordinators approve lessons, cover and communication. Student data stays within agreed access; experimental AI assessment is not a validated teaching outcome.
AI solutions / Schools
Cover arrangements, lesson preparation, parent updates and admissions can pull staff away from the classroom. We can start with one school workflow and build around how your team actually works.

A few places to start
Coordinate leave requests, timetable gaps and substitute selection.
Prepare draft tests and material for a teacher to check.
Connect admission enquiries and approved parent updates to a clear staff owner.
Teachers and coordinators approve lessons, cover and communication. Student data stays within agreed access; experimental AI assessment is not a validated teaching outcome.
Coordination time, unfilled timetable slots and repeated administrative entry.
Choose cover coordination, test preparation or admissions as one first pilot.
Related work shows a relevant development approach; it is not proof of a delivered solution in this industry. Scope depends on your current tools, data and permissions.
Sector context and established platform workflows inform these proposed opportunities. The problem and fit still need to be checked inside your business.
Next A conversation is a good place to start
Tell us where the work gets slow or what you want to grow. We’ll find a useful place to start.