- Why client data can never go into a prompt
- Prompts for client emails and reminders
- Prompts for explaining tax and accounting concepts
- Prompts for internal checklists and process documents
- Prompts for marketing and content
- Prompts for proposals and pricing communication
- Prompts for training the team on safe prompt habits
- One weak prompt versus one strong prompt
- Mistakes worth flagging on their own
- Building a shared prompt library for the practice
- Frequently asked questions
The short version: ChatGPT can draft client emails, explain tax changes in plain English, build checklists, and speed up marketing for an accountancy practice, often saving two or three hours a week once you have a set of reusable prompts. It cannot see your client's actual figures, and it must never be given them: no real names, no real numbers, no account details, ever, because that is client confidentiality and UK GDPR both broken in one paste.
If you want to go deeper on this: How to Use Bots Inside WhatsApp Business to Save Time (Without Soundin.
Why client data can never go into a prompt
An accountant's whole relationship with a client rests on confidentiality, and professional bodies such as the ICAEW and ACCA have clear rules about protecting client information. ChatGPT is a third-party tool with no confidentiality agreement covering your specific client's turnover, tax position, or personal details. The fix is simple and takes no extra time once it is a habit: use placeholders such as "[Client Name]", "[Tax Year Figure]", "[Company Name]" in every prompt, write the template, then fill in the real numbers yourself inside your own practice software, never inside the chat window. If a prompt would not make sense read aloud to a stranger without any client detail in it, do not send it.
Prompts for client emails and reminders
- "Write a reminder email to a client that their tax return deadline is approaching, using placeholders for [Client Name] and [Deadline Date], polite but with a clear sense of urgency."
- "Write a short email chasing a client for outstanding documents needed to file their return, without naming which documents, since I'll fill that in myself."
- "Write an email template explaining to a client why their tax bill has increased this year compared to the previous year, in plain English, with a placeholder for [Reason]."
- "Draft a polite but firm email to a client who is three months late paying an invoice for accountancy fees."
What to change each time: the tone (some client relationships are formal, some are relaxed after years of working together), the urgency level, and every placeholder before it goes anywhere near a real inbox.
Prompts for explaining tax and accounting concepts
- "Explain the difference between a sole trader and a limited company for someone starting a small business in the UK, in plain English, under 300 words."
- "Explain what Making Tax Digital means for a small VAT-registered business, in plain language, for a client newsletter."
- "Write a short explainer on the difference between an allowable and a disallowable business expense, with three examples of each that are common for a small business."
- "Explain what a director's loan account is and why an overdrawn one matters, in plain English, for a client who has never heard the term."
What to change: the audience's knowledge level (a first-year sole trader needs different language from an established company director) and always check the tax detail against current HMRC guidance before it reaches a client, since rules change and ChatGPT's knowledge has a cutoff.
Prompts for internal checklists and process documents
- "Build a checklist for onboarding a new limited company client, covering everything from company formation documents to setting up bookkeeping access."
- "Write a step-by-step internal process document for year-end accounts preparation, structured as a checklist a junior team member could follow."
- "Draft a client information request checklist for a self-assessment tax return, listing categories of documents needed without asking for specific figures."
Prompts for marketing and content
- "Write five blog post title ideas for an accountancy practice website aimed at small business owners worried about cash flow."
- "Write a short LinkedIn post explaining one common bookkeeping mistake small businesses make, in a helpful, non-salesy tone."
- "Write a client newsletter section summarising a recent change to VAT thresholds, in plain English, with a placeholder for [Effective Date] so I can confirm it against HMRC before sending."
- "Suggest five FAQ questions that small business owners commonly search for around setting up a limited company in the UK."
Prompts for proposals and pricing communication
- "Write a template for explaining our fixed-fee pricing structure to a prospective client, without including any actual prices, since I'll add those myself."
- "Draft a proposal outline structure for a new bookkeeping client, covering scope, deliverables, and a placeholder for fee."
- "Write a polite email explaining a fee increase to existing clients, acknowledging the change without sounding defensive."
Prompts for training the team on safe prompt habits
- "Write a short internal note for the team explaining why placeholders replace real client names and figures in every AI prompt, with two examples of a safe prompt and an unsafe one."
- "Draft a one-paragraph reminder to put at the top of a shared prompt library, so anyone reusing a template remembers to fill in placeholders inside our own software, not inside ChatGPT."
- "Write a short checklist a junior team member should run through before sending any client-facing message that started as an AI draft."
A practice that builds a small shared library of placeholder templates gets the time saving without repeating the same risk decision every week. Junior staff especially benefit from a written rule rather than being expected to work out the confidentiality line for themselves, since the pressure of a busy inbox is exactly when a shortcut gets taken. Ten minutes spent building this once saves a much larger conversation with your professional body later.
One weak prompt versus one strong prompt
Weak prompt: "Write an email to Sarah Williams telling her Williams Bakery Ltd owes 4,200 pounds in corporation tax by the 14th and her turnover this year was 180,000 pounds." This puts a real client name, a real company name, a real tax figure, and a real turnover figure into a third-party AI tool in one line, which is a confidentiality breach regardless of how good the resulting email reads.
Strong prompt: "Write an email template telling a limited company client their corporation tax is due soon, with placeholders for [Client Name], [Company Name], [Amount Due], and [Deadline Date], warm but clear about the consequence of missing the deadline." You then fill in the real figures yourself inside your own system, and the email goes out with zero client data ever having touched ChatGPT.
Mistakes worth flagging on their own
Do not treat any tax rate, threshold, or allowance ChatGPT gives you as current without checking it against HMRC's own guidance. It has a knowledge cutoff and tax rules change every year, so a confidently stated figure can be out of date and wrong for the year your client really needs.
Do not use ChatGPT to draft anything that could be read as specific tax or financial advice sent directly to a client without your own review. It is a drafting tool for structure and language, not a substitute for your professional judgement on that client's actual position.
Do not paste even an anonymised set of real figures "just this once" to check a calculation. The habit of pasting real numbers is the risk, not any single instance, and it is far easier to never start than to draw a line later.
For the detail, see my post on ChatGPT prompts for accountants to explain tax to clients.
Building a shared prompt library for the practice
The single change that makes the biggest difference to a practice's week is building a shared library of placeholder templates once, rather than every team member drafting the same reminder email or the same explainer from scratch each time a client needs one. Keep it in a shared document, organised by category: client emails, tax explainers, marketing copy, and proposal wording. Each entry should be the finished, placeholder-only prompt, ready to paste into ChatGPT, plus a note on the tone it produces.
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Review the library every few months and update the tax and rule explainer prompts against current HMRC guidance, since a prompt written well one year can quietly go stale as thresholds and rules move. A junior team member using a library like this saves real time without needing to learn prompt writing from scratch, and the confidentiality habit of placeholders-only gets built into the process rather than left to individual judgement under deadline pressure.
I have written more around this on the site: AI Consultant for Accountants: What the Role Involves, What It Pays, and Whether It’s Worth Pursuing, How to Write AI Prompts That Get Usable Marketing Output, How Many AI Tools Are There Like the Big Chatbots? I Went and Counted.
Related guides live in the ChatGPT Prompts and Limits: 30 Guides to Fun Prompts, Photo Edits and Daily Caps.
Try my free prompt builder before you post.
For a clearer picture of income and costs, try my free profit and loss template, written for small business owners.
Related: funny ChatGPT prompts for friends, step by step. See also the best selfie editing prompts to try with AI tools.
Frequently asked questions
Can I paste a client's figures into ChatGPT if I remove their name first?
No. Removing a name does not make figures anonymous when the surrounding detail, such as an unusual turnover, sector, or date, could still identify the client, and professional confidentiality rules cover the information itself, not just the name attached to it.
Is ChatGPT reliable for calculating a client's actual tax liability?
No. It can explain how a calculation generally works, but it should never be trusted for a real client's actual figures, both because you should not be entering those figures and because it can make calculation errors that look confident and correct.
Can ChatGPT help draft engagement letters?
It can produce a structure and generic wording to start from, but an engagement letter has legal and professional body requirements specific to your practice and jurisdiction, so any draft needs review against your professional body's current template guidance before use.
How current is ChatGPT's knowledge of UK tax rules?
It has a training cutoff and does not know about very recent Budget changes or in-year HMRC updates unless you tell it. Always confirm any rate, threshold, or rule against HMRC's current published guidance before it reaches a client in any form.
Can smaller practices use ChatGPT the same way as larger firms?
Yes, and arguably it helps smaller practices more, since a sole practitioner or a two-partner firm rarely has a marketing team or a template library already built. The placeholder habit works at any size, and the time saved on emails and content scales with how often you reuse the templates.