THU, SEPTEMBER 10, 2026
Independent · In‑Depth · Practitioner‑Tested
Claude General

Private Data Prompts: 6 for Work You Should Not Paste Into a Chatbot

Apple spent its whole event arguing that on-device processing is the point, and for personal data it has a case. But most people still paste client documents, salary data and medical details into a cloud assistant without thinking. These six prompts are about getting the help without handing over the data — redacting properly, working from structure rather than content, and knowing when to stop.

⌨️ 6 prompts 🕐 Updated Sep 10, 2026
💡 How to use these prompts: Replace everything in [BRACKETS] with your specific details before sending. Click Copy to copy any prompt to your clipboard instantly.
1
Work from structure, not content
Most document help is about structure. You rarely need to hand over the content to get it.
I need help with a document I cannot share. Here is its structure and purpose: [DESCRIBE THE SHAPE, NOT THE CONTENT]

Tell me:
- What a strong version of this document contains
- The order the sections should go in
- What is commonly missing
- What a reader would look for first

I will apply it myself. Do not ask me to paste the document.
2
Check my redaction before I paste anything
Redaction usually fails on combination rather than on names. This is the check most people skip.
Here is a document I have already redacted: [PASTE THE REDACTED VERSION]

Tell me what could still identify a person or organisation:
- Names I missed
- Details that identify by combination rather than directly
- Dates, amounts or locations that narrow it to one entity
- Anything distinctive in phrasing

Assume a reader who wants to work out who this is.
3
Build a reusable substitution scheme
A scheme you apply inconsistently is worse than none, because you stop checking.
I regularly need help with documents containing: [LIST THE CATEGORIES OF SENSITIVE DATA]

Design a substitution scheme I can apply consistently — what to replace, what to replace it with, and how to keep it reversible on my side.

Keep it simple enough that I will actually use it every time.
4
Ask about the category, not the case
The last line matters. Assistants ask for detail by default, and the detail is the thing you are protecting.
I have a situation I cannot describe in detail. In general terms it involves: [THE CATEGORY]

Tell me:
- What usually matters in situations of this kind
- What people typically get wrong
- What questions I should be asking
- When this needs a professional rather than a model

Do not ask me for specifics.
5
Decide what actually needs to stay local
Most people have never drawn this line explicitly, which is why it gets crossed accidentally.
Here is the work I do: [DESCRIBE]

Sort it into what could safely go to a cloud assistant, what needs redacting first, and what should never leave my machine.

For the last category, tell me what I could do locally instead.

Be strict. I would rather over-classify than explain a leak.
6
Review my own habits
Written now this is an audit. Written after a problem it is a disclosure.
Here is what I have pasted into AI tools over the past month: [DESCRIBE THE CATEGORIES]

Tell me:
- What I should not have shared
- What the realistic consequence is, if any
- What to change going forward
- Whether anything warrants telling someone

Be direct. I am asking because I want to know, not to be reassured.