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.
Open-source alternatives to Unstructured
See all
Instill Core
AI Infrastructure
🔮 Instill Core is a full-stack AI infrastructure tool for data, model and pipeline orches
OSSvs Unstructured★ 2.3k
RAGFlow
AI Infrastructure
RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cu
Apache-2.0vs Vectara★ 92k
Dify
AI Infrastructure
Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collabo
OSSvs Gumloop★ 158k
Langflow
AI Infrastructure
Langflow is a powerful tool for building and deploying AI-powered agents and workflows.
MITvs Gumloop★ 155k
SGLang
AI Infrastructure
SGLang is a high-performance serving framework for large language models and multimodal mo
Apache-2.0vs Amazon Bedrock★ 37k
WeKnora
AI Infrastructure
Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous
OSS★ 32k
SaaS alternatives to Unstructured
See all
Jina AI
Search
Search foundation APIs for embeddings, reranking and web content reading
SaaS
Diffbot
API Tools
AI web extraction and knowledge graph API that turns pages into structured data
SaaS
Vectara
Search
Managed retrieval and RAG platform with semantic search APIs
SaaS
Mistral AI
AI Infrastructure
AI company offering open-weight and commercial language models via API and Le Chat
SaaS
Voyage AI
AI Infrastructure
Embedding and reranking models for search and retrieval-augmented generation
SaaS
Cohere
AI Infrastructure
Enterprise AI platform offering language models, embeddings and retrieval for businesses
SaaS

