Stop Rereading Your Documents. Let the AI Study Them Once.

You read a research paper. Three weeks later, a question comes up. You can't remember the answer. You search your notes, find nothing useful, and paste the PDF into your AI assistant again. Same cost, same latency, and depending on the day, a slightly different answer. This is the trap in naive RAG workflows: the system retrieves raw context, then re-synthesizes the answer on every query. For dynamic document stores, that's the right call. But for knowledge that doesn't change (research papers,