Abstract: Exemplary systems include an AI-powered assistant that automatically analyzes available data to create a contextual framework based on the nature of the query, the persona, and the permissions of the user, allowing it to provide relevant and personalized responses to user queries. The system can also generate contextual personas based on job descriptions within an organization, respond to specific tasks associated with roles, and integrate with network appliances and flow data to embed AI-generated insights into logging streams and ensure compliance with defined policies.