A practical take on AI assistants inside school ERPs

AI in school software should reduce hunting time, not invent student data. The useful pattern is guidance plus permission-aware lookups.

Staff ask “where do I configure fee concessions?” or “who is pending for batch A?” — answers must respect roles.

That is the Sipinor approach: suggestion mode for how-tos, action mode only with the right permissions.