← Workshop Home Branch Module AI for Admin & Operations
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Branch Module · Admin & Operations

Stop writing.
Start directing.

The average knowledge worker spends 2–3 hours a day on email, reports, and meeting follow-up. This module shows you how to shrink that down using AI — not by cutting corners, but by letting AI do the drafting while you do the thinking.


🗂️ Admin & Operations · ~45 minutes

⏱️ Where your time actually goes

Before we talk tools, let's be honest about the problem. Most admin work follows a pattern: you know what you want to say — the email to follow up on a late invoice, the meeting summary your team needs, the report your manager keeps asking for. The thinking is done. But you still spend 25 minutes writing it.

AI doesn't replace your judgment. It eliminates the gap between knowing what to say and having something to send.

Standard work email
20–30 min
↓ with AI
3–5 min
Meeting summary
30–45 min
↓ with AI
5 min
Quarterly report draft
3–4 hours
↓ with AI
40–60 min
Staff update / newsletter
60–90 min
↓ with AI
15–20 min

The shift: Your job changes from "writer" to "editor". You spend your time on what matters — the decisions, the nuance, the human touch — not the formatting and phrasing.

✉️ Email that doesn't drain you

Email is the clearest win. Once you have a template prompt for the types of emails you send regularly, you'll never start from a blank page again.

Follow-up email
Act as a professional administrator. Write a polite but direct follow-up email to [name/role] at [organisation]. We sent an invoice on [date] and haven't heard back. Keep it under 100 words. Tone: warm but firm. Sign off as [your name], [your role].
Adapt: Replace brackets with real details. Read before sending — always.
Saying no gracefully
Write a professional decline email to [name]. They've asked [brief description of request]. We can't help because [reason]. Suggest [alternative if relevant]. Keep it under 80 words. Warm but clear.
Why it works: Hard-to-write emails are perfect for AI first drafts. You still choose the final words.
Summarise an email thread
Summarise the following email thread in 3 bullet points. Identify: (1) what was decided, (2) what actions are needed and by whom, (3) anything still unresolved. [paste email thread here]
Tip: Paste the whole thread including headers — AI can handle the clutter.
Write the response to a complaint
Act as a customer service manager at a [type of organisation]. Write a professional response to this complaint: [paste complaint]. Acknowledge the issue, apologise genuinely, explain what you'll do, and invite them to get back in touch. Under 150 words.
Remember: AI doesn't know your actual policy. Add specific details before sending.
Exercise A.1
Draft an email you've been putting off
We all have that email sitting in the drafts folder. The one that felt too hard to start. Use one of the prompts above (or write your own) to get a first draft now. You don't have to send it — just get it out of your head.
  • 1Pick an email type: follow-up, decline, complaint response, or your own scenario
  • 2Write or adapt a prompt with your real details in the brackets
  • 3Run it. Read the output critically. What's right? What needs changing?
  • 4Make one edit to the prompt to improve the result

📋 Meeting notes that actually get used

Here's a common scenario: you have a 90-minute meeting, take 4 pages of notes, and then spend another 40 minutes writing it up into something you can share. Meanwhile three people are waiting on the action items. With AI, the gap between "meeting ends" and "summary sent" is about 10 minutes.

Record or take rough notes
Use Otter.ai, Teams transcription, or just jot bullet points as you normally would. Doesn't have to be neat.
Otter.ai / Teams / Google Meet
Paste transcript or notes into Claude/ChatGPT
No need to clean it up first. AI can handle messy transcripts with filler words, crosstalk, and off-topic discussion.
Claude / ChatGPT
Use the meeting summary prompt
The prompt below extracts decisions, action items, and open questions — the three things people actually need from meeting notes.
Prompt below
Review, add names, send
AI won't know "Sam" from context — you add the who. Takes 5 minutes. Done.
Meeting summary prompt
You're a professional meeting facilitator. Read the following meeting transcript/notes and produce a clean summary with these sections: **Key decisions made** **Action items** (each with: what, who, by when if mentioned) **Open questions / still to be resolved** **Brief context** (one sentence on what the meeting was about) Keep it scannable — bullet points, not paragraphs. Here are the notes: [paste transcript or notes]
Pro tip: Add "Format as email ready to send to the team" to get something you can copy-paste directly.
Exercise A.2
Summarise something from this week
Take any meeting notes, email thread, or document from the past few days. Paste it into Claude or ChatGPT and use the summary prompt. What did it get right? What did it miss? What would you need to add before sharing it?
  • 1Find a real set of notes — meeting, email thread, or anything text-heavy
  • 2Paste into your AI tool with the prompt above
  • 3Check: is the summary accurate? Are actions correctly attributed?
  • 4What one sentence would you add that AI couldn't know from the text alone?

📄 Reports & documents without the blank-page dread

Reporting is the admin task most people dread most. You have all the data. You know what you need to say. But staring at a blank document is genuinely difficult. AI doesn't think for you — but it can build the skeleton so you only need to fill in what you actually know.

Quarterly / annual report section
Act as a professional report writer. Write the [introduction / summary / recommendations] section of a [quarterly operations / annual programme / project completion] report for [organisation name]. Key points to cover: - [point 1] - [point 2] - [point 3] Audience: [board / funders / staff / public]. Tone: [professional and concise / accessible / celebratory]. Length: ~[200] words.
Workflow: Write one section at a time. You're the editor — AI is the writer.
Turn bullet points into prose
Convert the following bullet points into clear, professional prose for a [report / proposal / briefing paper]. Keep the structure but make it flow naturally. Audience: [who will read this]. Bullet points: - [paste your bullets]
Why this works: You do the thinking (bullets), AI does the writing (prose). Fast and clean.
Grant report / funding update
Write a funding update for [funder name]. Our project is [brief description]. In the past [time period] we have achieved: [list outcomes]. Challenges faced: [list]. Next steps: [list]. Tone: honest, clear, and appreciative. Under 300 words. We need to demonstrate impact and accountability.
Important: Always verify numbers and outcomes before sending to funders.

The "reverse brief" technique: Not sure how to start? Ask AI: "What sections should a [type of report] for a [type of organisation] include, and what should each cover?" Use the answer as your outline. Then fill each section one at a time.

🔒 What to keep out of AI tools

Using AI for admin work is low-risk for most tasks — but there are clear lines you shouldn't cross. Knowing them means you can use AI confidently for everything else.

🚫
Don't paste personal information
Names + addresses + any identifying info about clients, staff, or members of the public should not go into free-tier AI tools. When in doubt, anonymise first: replace names with "Client A", remove addresses, generalise dates.
⚠️
Commercially sensitive content needs care
Financial projections, internal strategy docs, and details about upcoming decisions shouldn't go into ChatGPT's free tier (it may use data for training). Use a paid plan with data privacy opt-out, or run AI locally for sensitive work.
Most admin is totally fine
Generic emails, public-facing comms, report structures, meeting summaries (with names removed), and anything that isn't confidential — AI is safe and appropriate for all of this.
👁️
Always read before sending
AI will occasionally state something confidently that is wrong — a date, a name, a policy detail. You are responsible for what leaves your email account. Read every draft. This takes 2 minutes. It's non-negotiable.

🛠️ Building your personal admin stack

The goal isn't to use every AI tool. It's to pick 2–3 that fit your actual workflow and make them automatic. Here's a starter stack for common admin roles:

For managers & coordinators
Claude / ChatGPT — drafting, summarising, report writing Otter.ai — meeting transcription (auto-summary) Notion AI — notes + action tracking Google Gemini — if you're in Google Workspace
Total cost: $0–20/month. Time saved: 6–10 hrs/week.
For teachers & school admin
Claude — report comment drafts, parent comms ChatGPT — lesson planning, rubric generation Otter.ai — staff meeting summaries Canva AI — newsletters, notices
School-specific note: never paste student names or identifying info.
For arts & community orgs
Claude — grant applications, funder reports ChatGPT — event copy, press releases, social Perplexity — research for funding landscape Adobe Firefly — event imagery, print design
Biggest win: grant reports and funding applications.
Exercise A.3 — Your AI admin map
Find your biggest time sink
Think about the last full work week. What admin task took the most time — not because it was difficult, but because getting it written took longer than the thinking behind it?
  • 1Write down that task: _______________
  • 2Estimate how long you spent on it: _______________
  • 3Write a prompt that could draft 80% of it for you
  • 4Test it — even if the task isn't happening this week, test with a past example
  • 5Save that prompt somewhere you'll find it (a note, a doc, a sticky note)
🗂️

Admin module complete

You've got the prompts. Now the only way to cement this is to use them on something real — today.