Picture an AI coding copilot reviewing production code. It sees connection strings, internal APIs, maybe even sample customer records. The model is helpful, but blind to compliance boundaries. In most teams, that data flows straight into an AI input layer with no isolation, masking, or audit. Secure data preprocessing becomes