How to Build a Context Layer and a Company Brain

Companies using large language models aim to create a 'company brain' that integrates all internal knowledge sources. Building an effective context layer requires continuous data mapping, normalization, and indexing across multiple sources with attention to permissions and freshness. This system must handle complex distributed challenges beyond simple vector databases to remain reliable and up-to-date.