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AI for Your Business

LESSON 5 OF 6

Keep it accurate and on-brand

BY THE END OF THIS LESSON

Put a review process around AI output before it reaches customers.

The risk is quiet, not loud

A plausible, well-written message, with 3 lines flagged.
A plausible, well-written message
A policy you do not have
A figure that is slightly wrong
A commitment you cannot keep

The dangerous failure is not obviously broken output — someone catches that. It is a plausible, well-written message containing a policy you do not have, a figure that is slightly wrong, or a commitment you cannot keep. It reads fine. It ships.

Three guardrails worth the effort

A prompt, split into 3 parts: Allowlist — the specific facts and figures anything customer-facing may state; Reviewer — one person, by name, for each output type; Flag — mark anything it is unsure about in brackets.
Guardrails
Allowlistthe specific facts and figures anything customer-facing may state
Reviewerone person, by name, for each output type
Flagmark anything it is unsure about in brackets

A claims allowlist. The specific facts and figures anything customer-facing may state. Anything outside it needs a human.

A named reviewer. One person, by name, for each output type. "The team reviews it" means nobody does.

A visible confidence flag. Instruct it to mark anything it is unsure about in brackets, so the reviewer knows where to look instead of re-reading everything.

Review the process, not just the output

The weak version and the strong one.
AvoidLooking for typosone instance
Do thisThe mistake that keeps appearingwhich instruction is missing

Once a month, look at what got through. You are not looking for typos — you are looking for the category of mistake that keeps appearing. That tells you which instruction is missing, and fixing it removes a whole class of errors rather than one instance.

WORKED EXAMPLE

UNBOUNDED

Write a reply explaining our refund policy to this customer.

BOUNDED

Write a reply using only these approved facts: - 30-day refund window from purchase date - Refunds go to the original payment method, 5–10 working days - Annual plans are pro-rated; monthly plans are not If the customer's situation is not covered by exactly one of these, do not answer — write "[NEEDS REVIEW: not covered by policy]" and stop. Mark anything you are less than certain about in square brackets.

The first invents a plausible policy. The second physically cannot, and it tells the reviewer precisely where to look rather than making them re-read the whole message.

YOUR TURN

Build your claims allowlist.

RUN THIS

Help me build an approved-claims list for customer-facing AI output. Ask me for the facts, figures, policies and guarantees we are willing to state publicly. Push me for exact numbers rather than approximations. Then produce: the allowlist as a block I can paste into prompts, plus a list of the questions most likely to fall outside it — the ones I need a human answer ready for.

What a good result looks like

The second list is the valuable one. Those are the questions that will otherwise get an invented answer.

KNOWLEDGE CHECK

Answer all 3 correctly to complete this lesson.

  1. 1. What is the most dangerous kind of AI output error in a business?

  2. 2. Why name a specific reviewer rather than "the team"?

  3. 3. What should a monthly review of AI output look for?

REMEMBER THIS

Allowlist the claims, name one reviewer, and make uncertainty visible.

Go deeper — read the full guide