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AI Tools for Everyday Work / Module 3

Module 3

Practice: mark up a weak AI output

Unit ID: AIT-M03-U05 Estimated active time: 15-20 minutes

The main idea

Visible markup makes review easier to learn.

This matters because everyday AI tools can produce useful work very quickly. Speed is helpful, but speed can also make us skip judgement.

In this unit, keep the Module 1 rule in mind:

AI can assist. You still review and decide.

Why this matters

Use short labels while reviewing instead of only saying the output is good or bad.

When you give clear instructions and review the result, the tool becomes easier to use responsibly. When you skip the habit, the tool may produce something polished but unsuitable.

Safe example

A weak output can be annotated with fact check, tone issue, missing context, privacy risk, and assumption.

This is a safe learning example because it does not require private, confidential, personal, customer, student, employee, legal, medical, financial, or sensitive information.

Better working habit

Use short labels while reviewing instead of only saying the output is good or bad.

Write the habit down before you use the tool. A short habit is easier to remember than a long rule.

What to watch for

Do not review only grammar. Review meaning, safety, and decision value.

If you notice this problem, slow down. You can edit the prompt, ask a follow-up question, review manually, or reject the output.

Mini practice

Mark up a safe weak output and write a short revision plan.

Write your answer in 3-6 sentences or a short table. Keep it safe and nonsensitive.

Check yourself

Before moving on, answer:

  • What did I ask the AI tool to help with?
  • What did I keep responsibility for?
  • What would make this task unsafe or unsuitable?
  • What would I check before using the output?