What is a context-preserving data layer for AI?

“A context-preserving data layer for AI lets AI work on operational data that cannot move raw. Sensitive values are consistently substituted. Document structure, relationships, and meaning stay intact, so models reason over real business context. Usable outputs are restored inside your environment, and the original values and the mapping stay there.”