Those 45 rooms produce transcripts concurrently; we run sense‑making in the background with language models. By the time they are done with a topic, we can calculate the proportional veto core or surface the uncommon ground — packages that make everybody slightly happy and nobody very unhappy. That is a very different way to aggregate qualitative data. What used to take days of undergrads, LLMs now do instantly .