AI Training for School Staff: Session Plan, Tasks and Handout

Coding Liquids tutorial cover featuring Sagnik Bhattacharya for AI Training for School Staff: Session Plan, Tasks and Handout.
Coding Liquids tutorial cover featuring Sagnik Bhattacharya for AI Training for School Staff: Session Plan, Tasks and Handout.

Run it as one hour: 10 minutes on why and what is off limits, 15 on a live demo, 25 on staff practising set prompts on made-up material, and 10 on the handout and next steps. Hand out a single page, then check two weeks later that people used it on real work without breaking the data rules.

Most school AI training either teaches pupils' use or sells a platform. Neither helps a head or business manager who needs a staff room full of teachers and support staff to leave with one safe habit each. The session below is for a small primary or secondary school, built to run in an after-school meeting slot. It assumes the school has chosen a tool and has a data protection lead; if it has not, run the session with made-up text only and say so.

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The running example is a school with 28 staff: 16 teachers, 6 teaching assistants, 4 office staff and 2 leaders. The practice prompts cover a parents' letter, a lesson outline, a trip risk-assessment draft and an absence-reply template, which between them touch every role in the room. If you want the longer rollout after this hour, an AI implementation plan for a small school over one term picks up from here.

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Before the hour: what the leader must decide

The approved tool, and who has an account

Decide which tool staff may use and how they sign in. A work account on a business or education plan matters, because business plans from ChatGPT, Claude, Microsoft 365 Copilot and Gemini in Workspace say they do not train on business content by default, whereas personal accounts may need a setting changed. If the school already pays for Microsoft 365 or Google Workspace, there is probably a built-in assistant. Google's education page says Gemini for Education is included free in all Google Workspace for Education editions, and that the data is not human-reviewed or used to train models. Microsoft's education product page did not set out its Copilot terms when I read it, so ask your IT provider exactly which Copilot features the school's plan includes before anyone signs up for anything else.

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The data rules, in a form that fits on a slide

Settle the red lines before the session so the trainer, whether a deputy head or an outside person, does not improvise. The list below is the one used in the example school.

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Who is in the room

Everyone who writes for the school: teachers, teaching assistants, office staff. Governors can have a shorter version later. Book 60 minutes in a staff meeting slot, not a lunch break.

The hour, minute by minute

TimeSegmentWhat happens
0:00-0:10Why and red linesThe leader states why the school is doing this, then reads the red-line rules aloud
0:10-0:25Live demoOne task, done on screen, with a weak prompt first and a better one second
0:25-0:50PracticePairs choose from the six practice prompts and work on made-up material
0:50-0:55Share and checkTwo pairs show a result and the mistake they caught
0:55-1:00Handout and next stepGive out the one-page handout; name the two-week check

0:00 to 0:10: the red-line rules

Read these aloud; do not simply put them on a slide. People remember a spoken rule with an example better than a list on a wall.

RED LINES: NEVER PUT THESE INTO AN AI TOOL

- Pupil names, photographs, dates of birth or anything that identifies a
  pupil (including a class and a first name together)
- Pupil work, marks, grades, assessments or reports
- Safeguarding, behaviour, medical, SEN or family information
- Staff personal or HR information
- Anything from the school's management information system
- Passwords, login pages or screenshots of any of the above

SAFE: text you wrote with no names; public information; made-up examples;
your own lesson ideas; our public website text.

IF UNSURE: ask [name, role] before pasting. Wait for the answer.

Pause on the first line and ask: "If I type 'Year 5, [first name], struggles with fractions', is that a red line?" Yes. A first name plus a class is enough to identify a child in a small school. Then ask how to ask the same question safely: "A Year 5 pupil who struggles with fractions after a unit on equivalence. What are three short activities?" That sentence has no name and no class. That is the habit to teach.

0:10 to 0:25: the live demo

Choose one task and do it in front of everyone. The best demo task for a mixed room is a parents' letter, because every role recognises it. Start with a weak prompt on purpose.

WEAK PROMPT: write a letter to parents about a trip

BETTER PROMPT: Write a letter to parents of Year 4 about a day trip to a
local museum on [DATE]. Facts you must use: leave school at 9:15, return
by 3:00, packed lunch needed, cost [AMOUNT], consent form due [DATE].
Tone: warm and brief. Under 150 words. Do not invent any facts. If a
fact is missing, write [FACT NEEDED].

Show the weak prompt's result first. It will invent a destination, a time and a price. Then run the better prompt and show how [FACT NEEDED] works. Ask the room: "Where would this letter have gone wrong if I had sent the first version?" People will name the invented time or price themselves. That is the lesson in 15 minutes: the tool writes smoothly, and you supply the facts.

Illustrative output from the better prompt, with the edit to make:

Dear parents and carers,

Year 4 will visit [FACT NEEDED: museum name] on [DATE]. We will leave
school at 9:15 and return by 3:00. Please send your child with a packed
lunch and a water bottle. The cost is [AMOUNT]; please return the consent
form by [DATE].

Thank you for your support.

What to fix: fill in the brackets, check "water bottle" is in the trip
rules (it appeared although it was not requested), and add the real
contact for questions.

The invented "water bottle" is a small, harmless example, and the one the group can spot. It shows that the tool adds things unprompted, so the author reads every line.

The practice prompts: six tasks on made-up material

Give pairs these six and let them pick two. Everything uses made-up details. Print the prompts so the room is not typing them from a screen.

1. A lesson outline (teachers)

Draft a 45-minute lesson outline for Year 8 on [TOPIC]. Include a
starter, a main task with two levels of challenge, and a plenary of two
questions. Use only commonly taught content; I will check it against our
scheme of work.

What to check: whether the content matches your curriculum and the age group; whether the "two levels of challenge" are genuinely different. A common failure is a main task that looks different but asks for the same thing at a higher word count.

2. Differentiated reading questions (teachers and assistants)

Here is a short paragraph I wrote about [TOPIC]. Write five questions
about it: two literal, two inferential, one evaluative. Then rewrite the
paragraph at a simpler reading level, keeping the key facts the same.

What to check: the simpler version must keep the same facts. Pairs compare line by line; a dropped fact is the usual fault.

3. A trip risk-assessment first draft (office and trip leaders)

Draft a risk assessment table for a Year 6 day trip to a local
nature reserve. Columns: hazard, who might be harmed, existing controls,
extra controls, residual risk (low, medium, high). List ten hazards.

What to check: this is a first draft for the trip leader to complete from their knowledge of the site, never a finished document. Pairs mark hazards the AI missed and any it invented. Remind the room that the named responsible person signs off the real assessment.

4. A reply to an absence call or email (office)

Write a short, kind reply from the school office to a parent who has
told us their child will be absent tomorrow. Confirm we have noted it,
ask for a reason if not already given, and remind them how to report
absence in future. Use [SCHOOL NAME] and the phone line [NUMBER]. 60 words
or fewer.

What to check: no child's name goes in; the template leaves "[CHILD]" for the office to fill in after copying out. For the wider question of automated absence handling, an AI answering service for a school office sets out the cost and the limits.

5. A newsletter item in the school's voice (leaders and office)

Here are three sentences describing what happened at our sports day
(no names). Turn them into a 90-word newsletter paragraph in a warm,
plain tone for parents. Do not add any details I have not given.

What to check: invented praise ("our children showed outstanding teamwork") is the usual add-on. Ask whether the head would be comfortable signing that sentence.

6. Questions for a parents' evening (teachers)

Suggest six open questions a teacher could ask parents at an
introductory meeting about their child's home routines and interests.
Avoid anything that asks about family circumstances.

What to check: the exclusion matters, and the first draft may include a family-circumstance question anyway. Any question that could prompt a disclosure is for the leadership team to decide, not the tool.

0:50 to 0:55: share and check

Ask two pairs to show what they made and one thing they changed. Keep it short. The shared "mistake caught" is the key moment because it makes checking a normal thing to say in a staff room. If nobody offers one, the leader shares one from the demo.

Running it with different staff mixes

  • A mostly support-staff group: start with prompts 4 and 5, and spend more time on the red lines, since office staff handle the most personal data.
  • A subject team: prompts 1 and 2 only, with their own scheme of work open on the table to check the result.
  • A leadership group: prompt 3 and a policy-drafting task, with a discussion of which jobs they will not delegate to the tool. Five office jobs and what each costs helps them decide where AI belongs first.
  • A very anxious group: make the first practice task one with no school content at all, such as a birthday card verse, so people succeed before they worry.

The week before: a short preparation list

The hour runs smoothly when the preparation is done. The list below takes a deputy head or business manager about two hours in total.

  1. Test the tool on the room's screen and wifi. Sign in with a school account on the machine that will be projected. Run the demo prompt once. Nothing kills confidence like a login problem in front of 28 colleagues.
  2. Print the six prompts and the handout. One set per pair. Paper keeps people off their phones and stops them typing prompts from a slide.
  3. Make up the practice material. A fictional trip, a fictional sports day, a fictional topic. Put "MADE UP" at the top of each sheet so nobody swaps in the real one.
  4. Plan two planted mistakes. Generate a parents' letter and edit in one wrong time and one invented promise. Use it in the share-and-check slot if no pair offers an example.
  5. Brief the data protection lead. Ask them to read the red lines and say whether anything is missing. Invite them to the session, or to the two-week check.
  6. Tell staff what to expect. A two-line email a week ahead: "One hour, practical, made-up material only. Bring a laptop or tablet if you have one."

Questions staff ask in the room, with answers that work

Every session produces a handful of the same questions. Prepare an answer to each, and say "I'll find out" where you do not know.

"Will this replace us?"

Answer honestly. For a school the tools draft text; they do not teach, supervise or care. Say what you know: the school has no plan to cut posts because of this (only say it if it is true). If the leader cannot say it, say "I can't promise the future, but this session is about saving time on paperwork, and I will tell you straight if that changes."

"Can I use it for marking?"

Not in this session, and not with pupil work, because it brings in the red lines on pupil names and work. Say that the leadership team will decide separately, with the data protection lead, whether any marking support is appropriate, and that no one should try it quietly in the meantime.

"What if a pupil uses it for homework?"

This is a separate conversation about assessment and policy. Acknowledge it, note it, and book it for a later meeting rather than letting it take over the hour. The session is about staff use.

"It gave me a different answer when I asked again."

Yes, and that is normal. Ask the same question twice and you may get two different lesson outlines. It is the reason you read the output yourself and never treat it as a reference.

"Is it free?"

Free tiers exist, but a free personal account is the wrong place for school work. For comparison, the business seat prices I checked on 4 November 2026 were $20 a seat a month billed annually ($25 monthly) for both ChatGPT Business and Claude Team, each from two seats, and $21 a user a month on annual billing for the Microsoft 365 Copilot Business add-on; education pricing can differ. A school on Google Workspace for Education already has Gemini for Education at no extra cost, by Google's account. Ask your IT provider what the school's plan already includes before buying anything.

A quick sum: what the hour can save

Suppose the four office staff each write six parent or supplier messages a day, and a first draft from the tool saves about three minutes on each after checking. That is 18 minutes a day per person, so roughly 72 minutes a day across four people, or around six hours a week. Take off a third for the time spent checking and rewriting, and about four hours a week remains. For 38 school weeks, that is roughly 150 hours a year. These are illustrative assumptions, not measured results; replace them with figures from your own two-week check, and treat anything above two hours a week as a clear win for a four-person office.

Teachers' savings are smaller and less predictable. A lesson outline draft can save ten minutes if the content is right and cost twenty if it is not. That is why the session teaches checking before speed.

Adjusting the session for primary and secondary

  • Primary: staff are generalists and the demo can stay on parents' letters and topic overviews. Include a note on reading-age rewriting, since teachers adapt text for a wide range. Stress that photos of children never go into a tool, including for "make a poster" tasks.
  • Secondary: subject specialists will test the tool on their own content and find errors fast, which helps the checking message. Add a ten-minute slot where each department tries one prompt on its own subject and reports one fault.
  • A very small school: merge session and check into a 40-minute slot, drop prompts 3 and 6, and have the head run it alone.

The one-page handout

Hand this out at 0:55. It should be one side of A4, in your school's template, with the red lines at the top. A filled-in version for the example school:

AI AT [SCHOOL NAME]: ONE PAGE FOR STAFF

THE TOOL: [tool name], signed in with your school account. Not personal
accounts, not other apps.

RED LINES: no pupil names, photos, work, marks, safeguarding, medical or
SEN information; no staff HR information; nothing from [MIS name].

THE FOUR-STEP HABIT
1. Write the prompt with no names and no identifying detail.
2. Give the facts yourself; tell it to write [FACT NEEDED] if one is
   missing.
3. Read every line. Check names, dates, numbers and promises.
4. You are the author. If it goes out under your name, you stand behind it.

GOOD FIRST USES: parents' letter drafts, lesson outlines, differentiated
questions, newsletter items, trip risk-assessment first drafts.

NOT FOR: marking or grading pupils; writing reports; anything about
safeguarding; anything you would not say to a parent in person.

QUESTIONS: [name, role, how to reach]. Wait for the answer before pasting.

The "not for" list deserves the discussion. Marking and report-writing are the two most tempting uses and the two with the highest risk, because pupil names and work are involved. If your leaders later want to try either, treat it as a separate decision with the data protection lead involved, and read what to check in an AI tool's privacy policy and terms before any pupil-facing or pupil-data use.

The follow-up check after two weeks

Put a 20-minute slot in the diary now. A good check has three parts.

  1. Ask five staff, from different roles, to show one real task they did with the tool in the past two weeks, on screen. Choose a mix: a teacher, an assistant, an office member, a middle leader, and one person who said little in the session.
  2. Look at what they changed. Did they correct a date, a name or a promise? If none did, ask how they checked.
  3. Look for red lines. Ask, without blame: "Did you ever feel unsure about pasting something?" The answers show where the rules are unclear.
MeasureTargetIllustrative result
Staff who used the tool for a real taskAt least 15 of 2817 of 28
Staff who could show a change they madeAt least 4 of the 5 asked4 of 5
Red-line data foundNoneNone; two staff were unsure and asked
Most-used promptNot scoredParents' letter

These figures are made up to show the layout. If the second row fails, the session needs a second run for that group; if the third row fails, stop use until the rules are clearer.

Three mistakes the session often surfaces

"It said the curriculum says..."

A teacher asks for the curriculum requirements for a topic, and the tool gives a confident list that mixes two stages. The fix is to treat any claim about a curriculum, exam board or regulation as unverified until checked against the official document. Add that line to the handout if your staff meet it.

A named child in an example

A teaching assistant types a pupil's first name into a request for support ideas. In the session, the leader can use this, with permission and gently, as a case in the share-and-check slot. Do not shame the person; repeat the rewriting of the prompt without the name.

A letter that sounds like every other letter

Parents notice when every letter has the same phrases. Ask staff to read the draft aloud and cut anything they would not say. This preserves the school's voice and removes the stock phrases the tools add, such as "we are thrilled to announce".

Small follow-ons once the hour has worked

If the session works, the sensible next steps are small: a shared folder of approved prompts, one named person who tidies it each half-term, and a place in new-starter induction for the handout. When you are ready to put something parent-facing in place, an AI chatbot for the school website is a natural second project, and the leader's decision on who owns the school's data rules comes first.

If you would like help tailoring the hour to your school's tools and policies, that is what my AI implementation consultation covers. The plan above runs without it: one hour, a printed handout and a leader who reads the red lines out loud.

Questions heads and business managers ask about the session

Should the session include pupils' work?

Not in a first session. Pupil names, work and assessment data are the red-line material, and a first hour is better spent on staff-only tasks such as a parents' letter or a lesson-outline draft. Pupil-facing use needs its own decision by the leadership team, based on the tool's age terms and the school's policy.

Do support staff attend the same session?

Yes, and they often get more from it. Office and support staff do the most repetitive writing in a school. Run one session for everyone, with practice prompts split into a teaching set and an office set, and let people choose.

Which tool should the school demonstrate?

The one the school has approved and can reach on its own network and accounts. If none is approved yet, demonstrate with made-up text only and tell staff plainly that nothing real goes in until the leadership team approves a tool.

How do we know the session worked?

Two weeks later, ask five staff to show one real task they did with the tool and what they changed. Count how many can, and whether any red-line data was used. That tells you more than a feedback form scored out of five.

Further reads

Sources: Google for Education's Gemini for Education page, ChatGPT Business, Claude and Microsoft 365 Copilot Business pricing pages, and Microsoft's Copilot privacy documentation (all read 4 November 2026). No government guidance is quoted; check the current guidance for your sector and your school's data protection lead.

Want the session shaped around your school?

On a 1:1 call we'll look at your approved tools, your data rules and the jobs your staff repeat most, and tailor the hour and the handout to them.

Book a 1:1 call with me