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Unstructured builds ETL tools for LLMs, including an open-source Python library, a SaaS API, and an ETL platform. It extracts content and metadata from 25+ document types, including PDFs, Word documents, and PowerPoint files, and then performs preprocessing steps for LLMs, such as chunking. Unstructured maintains upstream connections to data sources such as SharePoint and Google Drive, and downstream connections to databases such as Pinecone. The Pinecone integration with Unstructured lets you load data from any source or document type into Pinecone with a single click, so you can build LLM apps that connect to your organization’s data.