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Launched 2022 Β· Verified Oct 2, 2026

Unstructured

Verified Oct 2, 2026 Active
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Turns PDFs, scans, slides, emails and other messy files into clean structured data for RAG and LLM pipelines.

document parsingetlragocropen sourcedata ingestionFreemium

Listed on EffectHub Β·

InputsImagesOutputsTTextWeb Β· API Β· Linux Β· macOS Β· Windows
Screenshot of the Unstructured website
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unstructured.io as we captured it β€” our own screenshot, not the vendor’s press image.

Pricing

Pricing model
Freemium

The hosted platform gives 10,000 free pages with no card, then pay-as-you-go at $0.015 per page. A Business plan with multi-user accounts and dedicated, VPC or bare-metal deployment is quoted on request. No monthly price is listed, so none is recorded. The open-source library is free.

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Overview

About Unstructured

Unstructured parses more than 60 file types, including PDFs, scans, images, emails and presentations, into typed elements with tables, reading order and metadata preserved. It is available as a hosted platform with an API and connectors to storage and vector databases, and as an open-source Python library under Apache-2.0 that you can run yourself. Teams use it to chunk and embed documents before loading them into a vector store, and larger customers can run it in a VPC or on dedicated infrastructure. The company is Unstructured Technologies, founded in 2022 around the open-source project.

Platforms
Web Β· API Β· Linux Β· macOS Β· Windows
API
Yes
Last verified
Oct 2, 2026

Verified sources

Fact check

Is Unstructured legit?

We don’t label tools safe or unsafe. Below are the records we checked ourselves, each with the date we read it.

Last checked
Oct 2, 2026The site answered
On the market since
2022The vendor's own material, read by us
Operated by
Unstructured Technologies, United StatesOur research, card verified Oct 2, 2026

How we collect these records

Editorial verdict

Pros & cons of Unstructured

high confidence

A solid first stop when your RAG project is blocked by awkward PDFs, tables and scans. It suits developers who want a library to start with and a hosted API when volume grows. Teams with only clean text sources will not need it.

Pros

  • Open-source library with a large community and an Apache-2.0 licence
  • Hosted free tier of 10,000 pages with no card required
  • Table extraction, OCR and layout order are handled for many file types
  • Connectors to common storage and vector stores

Cons

  • Per-page billing can add up on large archives
  • Business pricing is not published
  • Parsing quality on difficult layouts still needs checking against your own documents

Best for

  • Developers preparing mixed document collections for RAG or fine-tuning
  • Enterprises that need document ingestion in a private cloud with compliance paperwork

Not for

  • Projects whose sources are already clean text or structured databases
  • Hobbyists who want a chat-with-your-PDF app rather than an ingestion pipeline

Watch out: The hosted service bills by page after the free 10,000, so a large backlog of long PDFs can cost real money; test a sample batch and compare it with the open-source library before committing.

Unstructured head-to-head

Side-by-side fact sheets against the competitors our research or their makers name β€” pricing, platforms, API and both verdicts on one page.

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