Artificial intelligence is no longer one capability a company either has or lacks. It is a layered stack that runs from traditional AI through machine learning, deep learning, generative AI, large language models, retrieval augmented generation, and now agentic AI that can act on its own. Each layer carries a different risk profile and a different governance demand, yet many boards still treat all of it as a single line item.
