Design an AI-powered internal knowledge assistant

Design an AI-powered internal knowledge assistant that allows organization users to query and retrieve relevant information from internal wikis, shared designs, and code references using natural language. The system should support ingestion of heterogeneous internal documents, semantic search and retrieval, and AI-generated responses grounded in the retrieved content.