Level 3 exam — Generative AI at Work

Exam — fresh questions

12 questions to validate the business cases: data & Excel, content, code, cautious HR, research and monitoring.
Answer everything, then click Check: your score and explanations will appear.

3.1 · Recall

1. Faced with a spreadsheet, the three AI services are…

Code, compile and deploy Explain, generate, suggest leads Publish, sell and archive Erase, sort and print

Explain a formula, generate the one described in plain English, suggest leads and pitfalls.

3.1 · Application

2. Amine receives a generated formula. What should he do before adopting it?

Paste it straight into the real workbook Send it without reading it Test it on 2-3 rows with a known result Publish it as a reference

A generated formula remains a hypothesis until it has passed the test.

3.1 · Arbitration

3. The spreadsheet contains identifying figures; tool not approved. Decision?

Share the full file Describe the structure without the real values Paste everything to go fast Paste with the client names

Describing columns and types gives help without exposing real data.

3.2 · Recall

4. What differentiates content in the AI era…

The length of the text Production speed The number of keywords Your real expertise, your lived examples, your angle

AI speeds up; your lived experience differentiates — never the reverse.

3.2 · Application

5. Amine prepares a LinkedIn post. The right order?

Lived material, AI writing, 10 hooks, checked adaptation Publish the first draft as is Copy an existing generic post Write with no verifiable fact

Lived experience at the centre, AI around, multiple hooks, facts checked before release.

3.3 · Application

6. The no. 1 safety rule for a generated script…

Never comment it Run it fast on the originals Test it on a copy, never first on the real files Publish it without reading it

Always test on a copy, with minimum understanding before running.

3.3 · Application

7. Amine wants a rename script. What should he specify?

The session password Environment, input, expected output, example, comments Nothing, AI guesses everything Only the favourite colour

Without precise framing, the code misses; comments let you understand.

3.4 · Recall

8. The correct HR/legal stance…

AI decides instead of the expert Paste CVs to sort them AI prepares standard templates; the qualified professional validates Believe each reference at face value

First draft yes, decision never; expert validation required.

3.4 · Application

9. Amine prepares a job ad with AI. Safe conduct?

Get AI to shortlist candidates Release without re-reading Paste the CVs received into it Work on a generic position without personal data, HR validation

Standard templates without real people, then validation by the competent person.

3.4 · Arbitration

10. AI cites a legal reference with confidence. Decision?

Check it against the official source and get a legal professional to validate Copy it as is Use it as final advice Release it with no check

Legal hallucination: systematic checking, professional opinion to decide.

3.5 · Application

11. Amine looks for current facts. The right reflex?

No checking needed A from-memory assistant with no source The fastest without checking A connected assistant citing its sources, sources clicked

Facts = web search + cited, opened sources, otherwise abstain.

3.5 · Arbitration

12. The AI synthesis looks complete, with no adversarial view. Decision?

Ask who disputes and triangulate with primary sources Release it without opening the links Ignore the cited sources Reuse it as a final report

The adversarial view and triangulation separate a useful synthesis from a final report.

What's next?

Score ≥ 80%: move to Level 4 — AI in your tools, with automatic context and the same checking rules.
Score < 80%: revisit the failed sections (formula testing in 3.1, lived material in 3.2, test on a copy in 3.3, red lines in 3.4, sources in 3.5), then retake the test.
In all cases: keep the Amine thread as your method — describe without exposing, check before releasing, get validated what commits you.