Confidentiality Is the Control Objective
Professional services AI workflows often touch client files, contracts, matter notes, diligence materials, tax records, and proprietary work product. Policy should be client-aware where possible.
Shadow AI Risk
Teams may use external AI to summarize, draft, compare, or brainstorm. Discovery and prompt protection reduce the chance that confidential data leaves approved environments.
RAG for Knowledge Work
Internal knowledge assistants should respect matter boundaries, source permissions, and confidentiality labels. Retrieval controls are essential when knowledge repositories contain mixed-sensitivity content.
Client Assurance
Evidence of usage controls, red team tests, and remediation gives clients confidence that AI adoption is being governed responsibly.