Semantic governance is the practice of controlling information by its meaning, governing what an AI is allowed to understand, infer, remember and say, rather than only by where data is stored or who can access the file.
What is semantic governance?
Access control assumes risk lives in the file. AI breaks that assumption by combining and reasoning across sources, so sensitive conclusions can emerge with no sensitive file ever opened. Semantic governance addresses this by attaching meaning: sensitivity, semantic labels, taxonomy to data at the asset and element level, then enforcing policy on that meaning during retrieval and reasoning. It is the difference between governing storage and governing understanding.