How much effort does EU AI Act implementation really require?

The effort depends heavily on the specific AI use case. Not every AI system falls under the regulation, and not every system faces the same obligations.

The higher a system's risk class, the more extensive the requirements. AI systems in regulated areas or higher risk classes require significantly more evidence, documentation, and organizational measures than simple or supporting applications. For other systems, the additional effort is correspondingly lower.

At the same time: The EU AI Act's requirements aim less at new technology than at structure, traceability, and proper classification. The effort arises primarily where it's unclear which obligations concretely apply and how they should be sensibly implemented.

What matters is not a blanket assessment, but precise classification per use case: What is affected, which minimum requirements apply — and where there is no need for action. This is exactly where the AI Act Crash Course comes in.