Scenario training for AI governance practitioners
Practice the decision,
not the definition.
350 original questions, including 62 questions across 15 multi-question fact patterns, put you inside a governance decision and ask what you would do. Then every option is explained — including the 1,046 wrong ones, and why each was tempting.
Ways to start
Recommended
Start on this device
No account, no email. Progress is stored in this browser and stays there.
Across devices
Save with an email
An account syncs your answers, review schedule and streak between phone and laptop.
Nothing saved
Just look
Answer one below. It is not recorded and will not enter your review queue.
Free, with no paid tier. Independent educational product, not affiliated with or endorsed by any certification body.
- 350
- original questions
- 4
- governance domains
- 13
- sub-domains covered
- 1,046
- wrong options explained
What it does that a question bank does not
Every wrong answer is explained
Not just the correct one. Each option you could have picked has a written note on why it looked right and where it fails — because the near-miss is the one worth understanding.
One tap, and the answer is final
There is no submit button to hover over and no selection to nudge while you re-read the options. Choosing commits the answer, which is the condition you sit the exam under — and it stops practice rewarding the habit of narrowing to two and fishing.
Missed items come back on a schedule
A spaced-repetition queue decides when you see something again, so revision is driven by what you actually got wrong rather than by what you feel like revisiting.
It separates rushing from not knowing
Answers far faster than your own norm are flagged as a reading problem rather than a knowledge one. Telling someone to study harder when they are skimming is the wrong advice.
Patterns across misses, not just per question
When enough evidence accumulates, it names the kind of thinking that keeps failing — acting before establishing cause, naming the wrong accountable party — and only when the evidence supports it.
Timed mode, same bank
Practice teaches the loop. Exam mode tests whether it holds under a clock, with no feedback until the end.
Try one now
A real scenario from the bank. Nothing here is recorded, and it will not appear in your progress or review queue.
Pick one. This does not save.
During design review of a resume-screening tool, a reviewer insists hiring managers must be able to understand in plain terms why one candidate ranked above another. Which responsible AI principle does this most directly reflect?
How to read a scenario
Four passes, in this order. The same method sits on every study item under “How to read this”.
Start with one scenario
Five minutes is enough to find out whether this is the kind of practice you have been missing.