Separate organisational exposure, oversight duties, and approval checks before you sign off on AI deployments
4 sections · 9 lessons
Define where organisational responsibility starts when buying AI, then trace Article 4’s literacy duty and the oversight powers leadership must assign.
4 lessonsBuild evidence of AI literacy, then apply the see-judge-stop test to decide whether a deployment is ready for approval.
2 lessonsExamine who enforces the Act, what shapes penalties, and how personal exposure differs from organisational liability. Then sweep already-live systems and set the next actions.
2 lessonsMake a defensible approval call in a realistic case using role assignment, evidence expectations, and the pre-approval test.
1 lessonEvery lesson in order.
9 lessons
The course starts from the approval problem executives actually face: an organisation deploying AI it did not build, under an EU AI Act literacy duty that reaches the people who run it. It shows what accountability stays with the organisation, what leadership must assign for competent oversight, and how to support approval decisions with evidence, controls, enforcement awareness, and legacy-system review. By the end, readers can make defensible deployment approvals without confusing organisational obligations with personal blame.
Third-party AI deployments, contract limits, Article 4 literacy duties, and the oversight competence, training, authority, and support leadership must assign. It also covers evidence on request, pre-approval see-judge-stop checks, enforcement and penalties, and reviewing already-live systems approved before the new duty was raised.
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Something to operate in every section.
Three findings from decades of learning research shaped how every Fenzo lesson is built.
Average pass rate · Freeman et al., PNAS 2014
What the science says
Students in lecture-only classes are 1.5× more likely to fail.
How Fenzo does it
Every Fenzo lesson is interactive. No passive reading or watching, ever.
You work through itAI does it for you
Skill retention over time · with vs. without practice
What the science says
Offloading thinking to AI erodes the very skills you’re trying to build.
How Fenzo does it
Fenzo makes you do the thinking — guided, but never done for you.
Retrieval practiceRe-reading
Long-term recall · retrieval vs. re-reading
What the science says
Recalling information beats re-reading it for building durable understanding.
How Fenzo does it
Lessons weave in quizzes and recall prompts, so it sticks.