Conversational Document Question Answering

via “conversational rag with multi-turn context management”

Enterprise AI assistant across company docs.

Unique: Implements conversation threading with explicit context windows where each turn retrieves fresh documents based on the current user message, then augments the LLM prompt with both retrieved chunks and conversation history. This allows the system to handle topic shifts gracefully while maintaining coherence within a conversation thread.

vs others: More conversational than stateless RAG systems (like simple vector search), and more document-grounded than generic chatbots because every response is anchored to retrieved source material.