The foundation. Without a clear answer to why AI is being deployed and which value it protects or strengthens, every AI application is a risk. This layer determines whether AI even makes sense within the context of the organisation.
The operational heart. Here we investigate how processes, decisions, roles and data actually function — not on paper. This layer determines whether the system can carry AI without introducing risk.
The human layer. AI only works if people can work with it, take responsibility and validate the results. This layer determines whether adoption is realistic and whether value is actually realised.
