Rolling out AI without CPD is how schools end up with a policy nobody follows and staff quietly doing their own thing. Here's the training teachers genuinely need first — and the order that works.
Why CPD has to come first
If staff aren't trained, one of two things happens: they don't use AI at all and the investment is wasted, or they use it badly and unsafely. Neither is what you want. Training isn't the optional extra after the tool purchase — it's the thing that determines whether the tool purchase was worth making.
The CPD teachers actually need, in order
1. Safe use and data protection (first, always)
Before anything else, staff need to know the boundaries: no identifying pupil data, what's safe to enter, what needs checking. Staff can't experiment confidently until they know where the lines are. See staff acceptable use rules.
2. What AI is and isn't
A short, honest grounding — including what it does badly. Staff who understand that AI can be confidently wrong check its work; staff who think it's magic don't.
3. Practical prompting basics
The handful of techniques that transform results: giving context, specifying format and tone, iterating. This is the difference between "AI is rubbish" and "AI saved me an hour."
4. Their own real tasks, hands-on
Not demos — staff working on an actual report comment, an actual differentiated worksheet, an actual parent letter. This is where confidence is built.
5. Role-specific application
Teachers, TAs, office staff and leaders need different examples. Generic training loses most of the room.
6. Where to get help afterwards
A named person or ongoing support. Without it, the first frustrating experience ends adoption.
How much CPD is enough? Less than most leaders expect to start — a well-designed half-day covering the above gets most staff genuinely productive. What matters more than length is that it's hands-on and followed up.
What doesn't work
- Sending a policy round and calling it training
- A single lecture with no hands-on time
- Training on a tool the school hasn't decided to use
- Relying on one enthusiastic staff member to cascade it informally
- One session with no follow-up
Don't forget the sceptics
Every staffroom has people who think AI is a fad, a threat, or unethical. Good CPD takes their concerns seriously rather than dismissing them — often they raise the sharpest questions about accuracy and workload, and answering them properly wins the room.
Planning AI CPD for your staff this term?
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Get AI support for your schoolFrequently asked questions
What CPD do teachers need before using AI?
In order: safe use and data protection first, then an honest grounding in what AI is and isn't, practical prompting basics, hands-on work on their own real tasks, role-specific application for teachers, TAs, office staff and leaders, and clear routes to help afterwards.
How much AI training do teachers need?
Less than most leaders expect to get started — a well-designed half-day covering safety, basics, prompting and hands-on practice gets most staff genuinely productive. What matters more than length is that it's hands-on and followed up.
Why does AI CPD need to come before rollout?
Without training, staff either don't use AI at all (wasting the investment) or use it badly and unsafely. Training isn't an optional extra after buying a tool — it determines whether buying the tool was worth it.
How should schools handle staff who are sceptical about AI?
Take their concerns seriously rather than dismissing them. Sceptical staff often raise the sharpest questions about accuracy, workload and ethics, and answering those properly tends to win the wider room far more effectively than enthusiasm alone.