New graduate teachers and AI: what they bring, and what they need from schools

New graduate teachers may arrive already confident with AI. They bring useful skills and fresh ideas. What they need from their school is structure: clear rules about student information and about what AI may and may not do for a teacher, an approved tool list, mentoring on when to trust AI output, and a person they can ask without worrying about getting it wrong.

What new teachers bring

The founder, a teacher, puts it this way: “Workforce coming in already understands the need for AI. They would have been using it all throughout their training at school, at uni.”

That experience is useful to a school. A new teacher who has used AI through university may already know how to write a clear request to an AI tool, how to refine a weak first answer, and where AI can save time on planning and resources. A school that treats this experience as a strength, and gives it a clear frame, gets far more from it than a school that tries to switch it off.

Some habits change at the school gate

At university, most AI use involves your own work and your own accounts. At school, a teacher handles other people’s information every day, and the rules are different for good reason.

In Victorian government schools, the department’s Generative Artificial Intelligence policy (read 25 September 2026) says staff must be directed not to put personal information about students or staff into generative AI tools, such as names, reports or contact details. Staff must also be directed not to enter school information that could be sensitive, such as assessment data and attendance records. The same policy says staff must be directed not to use these tools to directly communicate with parents or students, make judgements about student achievement or progress, or write student reports. The department has blocked some AI tools on its network, and staff must not use those tools for work, even when working away from the network. Staff must not use their school email password when they register for an AI tool. The policy gives the reason for the privacy rules: content may be used and reused by the platform and its users, which may be a privacy breach.

Catholic and independent schools, and schools in other states, check your sector’s or state’s rules. The reason behind these rules holds wherever you teach, because families trust the school to protect their children’s details.

None of this is obvious to someone who has mostly used AI for their own study. A new teacher who has not been told these rules may reasonably treat a school task like a university one. Clear rules, explained early and kindly, prevent that.

Put AI into induction from the first week

Induction already covers things like yard duty, first aid and reporting. Add AI to the same list, so it feels like an ordinary part of the job.

In the first week, give each new teacher the one-page staff rules and show them the approved tool list. Tell them who to ask about a tool that is not on the list, and how to report a mistake. Say plainly that an honest mistake, reported the same day, leads to help rather than blame. That promise is what makes people speak up early, which is when a mistake is easiest to fix.

Include relief teachers, education support staff and anyone who starts mid-year. They often miss the staff briefing where the rules were first explained.

Mentor for judgement, not only for rules

Rules say what not to do. Mentoring shows how to do the job well. In Victorian government schools, the department’s guidance on appropriate use of generative AI tools (read 25 September 2026) strongly encourages schools to make sure AI output is reviewed by a person before decisions are made. It also says it is important that the professional judgement of teachers stays central when assessing student progress, sequencing learning tasks and giving feedback on student work.

A mentor can make this concrete. Sit down together with a resource the new teacher drafted with AI, and review it. Does it match the curriculum? Are the answers right? Is the difficulty right for this class? Is it clear? Our guide to reviewing a teaching resource in five minutes gives a simple routine to follow.

It also helps to talk about where AI fits less well. A generic worksheet made in one step can look finished while having no curriculum alignment and no check of its answers. Our article on why one-shot AI worksheets let teachers down explains the risk. And talk about disclosure. In Victorian government schools, the policy (read 25 September 2026) says schools should make sure AI use is disclosed when it has an impact on others, so agree with the new teacher when and how they will say they used it.

Let new teachers help shape the rules

Structure works better when the people who follow it help build it. New teachers can show colleagues a useful technique at a staff meeting, help test a tool the school is considering, or suggest a clearer wording for a rule that confused them. That gives them a real role and gives the school fresh eyes on its own documents.

The founder describes the aim well: “It’s about the correct way to bring that into schools and having rules and regulations, structure.” For a new teacher, that structure is a relief. It tells them what is expected, which tools they can use with confidence, and who will help when they are unsure. A ban would leave their skills unused and their questions unasked, while a clear structure brings both into the open where the school can support them.

Advisory work and professional development for schools start in Melbourne in 2027. See what our staff professional development covers.