NotebookLM is free, polished, and the fastest way to chat with 50 PDFs. Open Notebook is open-source, self-hostable, and the only one of the two you can point at Ollama or your own Anthropic key. I ran both for a month on real marketing research — here's the head-to-head, the dimensions that actually matter, and which one I reach for when.
