L1-M4 / AI literacy
Risks beyond accuracy
An urgent voice message asks for a supplier payment. Elsewhere, two apparently useful AI ideas raise very different risks. Spot the warning signs.
Your fictional workplace case
It sounds like her. Is it really her?
A convincing request apparently from the finance director.
Use a known independent channel before acting.
What you will create
A draft: Risk and verification card
Use the fictional case to record evidence, explain a provisional decision and identify the next owner or action. This is a learning draft for self-review, not approved documentation for a real organisation.
See what goes into your worksheet
- Claim or proposed AI use
- People and rights affected
- Bias or prohibited-practice red flag
- Rights and permissions to verify
- Independent verification action
- Decision, escalation owner and record
From understanding
to better judgement.
Two lessons, a workplace decision and a final check.
Recognise harm beyond a wrong answer
An internal team reviews a fictional recommendation tool.
Lesson 1 · 10–15 min02 / LEARNSpot impersonation and prohibited-use red flags
Staff face a voice message, a recruitment proposal and an advertising draft.
Lesson 2 · 10–15 min03 / APPLYApply what you learned
Risk and verification card
Workplace task · 8–12 min04 / CHECKCheck your understanding
Apply the ideas to 12 workplace questions.
Final check · 5–10 minSkills you will practise on the case
A method for your
next work decision.
- Recognise bias and discriminatory effects in AI use.
- Check rights before reusing material or publishing outputs.
- Respond to deepfakes and social-engineering attempts.
- Identify prohibited-practice red flags and escalate.
The case is fictional. Timing is a planning estimate; pause whenever you need. This module is a learning activity, not a verified professional certification.