Documents are the lifeblood of enterprises in financial services, government, and other industries that manage information at their core. Since the advent of large language models (LLMs), organizations have speculated about how they will transform document-heavy processes. This research goes beyond speculation by synthesizing insights from a survey about organizations’ progress and ambitions in using LLMs for document automation use cases.