An AI-powered chat and agent assistant for brand/product analytics — combines RAG-grounded Q&A over the platform's data with an agent that generates and edits documents/slide decks through a planner → researcher → writer → reviewer loop. Supports streaming responses, tool/function calling for entity resolution, and human-in-the-loop clarification (ask/pause/resume) with checkpointing for resumable sessions.