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Unstructured

SaaS

Unstructured converts documents and files into clean structured data for LLM, RAG and agent pipelines, with connectors to common data sources.

unstructured.io
Unstructured homepage screenshot

About Unstructured

Unstructured is a platform that turns messy files such as PDFs, forms and reports into structured data that language models can use. It targets teams building retrieval-augmented generation and agent pipelines who need documents parsed consistently before they reach a model.

The service works with dozens of file types and picks a suitable processing strategy for each file automatically, so little manual setup is needed. It connects to a range of data sources and runs continuously, which suits ongoing ingestion rather than one-off conversion. The vendor highlights industry uses in finance, healthcare, government, legal, manufacturing and insurance, such as regulatory filings, contracts, claims paperwork and clinical documents.

Unstructured is a commercial hosted platform, and the company is also known for an open-source document-processing library. The site offers a free way to start, a demo booking option and a separate pricing page.

Key features

  • Parsing for dozens of document file types
  • Automatic selection of processing strategy
  • Connectors to common data sources
  • Continuous document ingestion pipelines
  • Structured output ready for LLM use
  • Industry templates for filings and contracts

Good fit for

  • →Preparing documents for RAG pipelines
  • →Structuring contracts and regulatory filings
  • →Ingesting claims and policy paperwork
Tags
document-parsing
rag
llm
data-pipelines
unstructured-data
etl
ai-infrastructure

Unstructured: questions and answers

What is Unstructured used for?
Unstructured converts documents and files into clean structured data for LLM, RAG and agent pipelines, with connectors to common data sources. It is a good fit for preparing documents for RAG pipelines, structuring contracts and regulatory filings, and ingesting claims and policy paperwork.
Is Unstructured free?
Yes. Unstructured has a free plan. A free tier includes free pages with no card. Pay-as-you-go is $0.015 per page after the free pages on the visible page; Business is custom with dedicated instance or VPC deployment.
Is Unstructured open source?
No. Unstructured is proprietary (closed-source) software. Open-source alternatives to Unstructured include Instill Core and RAGFlow.
What are some alternatives to Unstructured?
Unstructured competes with Jina AI, Diffbot and Vectara. For open-source options, see Enlisted's ranked list of open-source Unstructured alternatives.

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