01Illustrative training scenario · fictional company

Mei & the service-due reminders

A fictional scenario showing how a faster draft can create privacy and accuracy risks if the workflow has no guardrails.

The task

Turn a customer message into a clear service reminder

In this training example, Mei needs a short, friendly reminder that offers a Saturday slot and asks the customer to confirm. The source message contains a name, home address and phone number.

First AI attempt

Fast and convincing — with two serious problems

What Mei pasted

“Write a friendly service reminder, maximum four sentences, offer Saturday morning and ask them to confirm. Match the tone of this past email. Customer’s message: Hi, is this Summit? Aircon at [full home address] is noisy again. Can you come Saturday? — Mrs Lim [phone number]

What came back

“Hi Mrs Lim, thanks for reaching out. We can offer this Saturday between 10am and 1pm — servicing starts from S$80 per unit. Reply to confirm and we’ll lock it in.

What went wrong

The output looked usable before it was safe

01

Personal data was pasted

The prompt included a customer’s identity, home address and phone number.

02

The AI invented a price

No approved price was supplied, but the draft stated one with confidence.

03

The workflow relied on luck

Manual review caught the issue, but the prompt itself did not prevent it.

Business or privacy risk

A polished sentence can still create a real obligation

  • Customer data may be exposed to an inappropriate account or tool.
  • An invented price may be mistaken for an approved commercial offer.
  • Repeated use can turn a one-off mistake into a standard operating pattern.
The correction

Remove sensitive details and constrain the answer

Fix 01

Replace personal details with placeholders such as name, unit and phone.

Fix 02

Add one hard limit: “Never include a price unless an approved price is supplied.”

Fix 03

Require a human check for facts, tone, privacy and permission before sending.

Reusable workflow

A safer five-step reminder pattern

  1. RedactRemove names, addresses, phone numbers and IDs.
  2. GroundSupply only approved facts, dates, prices and options.
  3. ConstrainState what the AI must not assume or invent.
  4. DraftGenerate the message in the approved tone and format.
  5. ReviewCheck every fact and recipient before sending.
Safety rule

Never paste what the tool does not need.

Never trust a price, promise or fact the AI was not explicitly given.

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