Unstructured

About Unstructured

Financials

Dated, source-cited figures. Estimates are marked.

Products by Unstructured

All products by Unstructured reviewed by our AI panel of experts.

UnstructuredAI Data Tools

Open-source platform for preprocessing unstructured data for LLM applications

From $0/mo8.0/10

How Our Review Panel Scores Unstructured

Six independent reviewer personalities assessed Unstructured's product on their own terms. They landed within 0.7 points of each other, an unusually strong consensus.

Averaged across 1 reviewed product in our catalog. Scores are out of 10.

Competitive Landscape

Who Unstructured competes with, and how they differ.

LlamaIndex7.9/10

LlamaIndex bundles document parsing (LlamaParse/LlamaCloud) inside a broader RAG orchestration framework, while Unstructured sells a framework-agnostic ingestion layer standalone and via OEM deals like IBM watsonx.data.

1 product reviewed on TopReviewed

Reducto7.7/10

Reducto is a smaller, YC-backed API focused narrowly on high-accuracy PDF/table/chart parsing, competing directly on Unstructured's core use case but without its open-source distribution scale (50M+ downloads) or defense contract base.

1 product reviewed on TopReviewed

LandingAI8.0/10

LandingAI, founded by Andrew Ng, sells vision-language-model-based Agentic Document Extraction for complex visual documents, targeting enterprise IDP budgets rather than the developer/open-source RAG-pipeline audience Unstructured built its base with.

1 product reviewed on TopReviewed

Nanonets8.0/10

Nanonets is an established intelligent document processing platform selling invoice/receipt/forms workflow automation to finance and back-office teams, a more traditional buyer than Unstructured's AI-engineering and MLOps customer base.

1 product reviewed on TopReviewed

ABBYY7.8/10

ABBYY is a decades-old enterprise OCR and document-capture vendor (FlexiCapture/Vantage) with a large incumbent install base, competing for large document-automation budgets on legacy credentials rather than LLM-native positioning.

1 product reviewed on TopReviewed

Company Timeline

Key milestones in Unstructured's history, with sources.

1. Feb 24, 2026Partnership

   NAVSEA contract with Elastic for fleet AI data pipeline

   Unstructured, partnering with Elastic, was awarded a Naval Sea Systems Command contract to build an AI-enabled data pipeline for anti-submarine and surface warfare decision support.

   unstructured.io
2. Feb 13, 2026Partnership

   AFWERX awards $2M TACFI contract with Air Force Test Center

   AFWERX, with the Air Force Test Center's 96th Test Wing, awarded Unstructured a $2M Tactical Funding Increase contract to build multimodal data pipelines for generative-AI-enabled testing tools.

   businesswire.com
3. Feb 4, 2026Milestone

   Achieves DoD IL5 Authority to Operate

   Unstructured achieved Impact Level 5 (IL5) Authority to Operate, clearing it to process controlled unclassified defense data in production government environments.

   businesswire.com
4. Jan 16, 2026Milestone

   Awarded $1M Department of the Air Force DTO contract

   The Department of the Air Force Digital Transformation Office awarded Unstructured a $1M contract to build a vendor-agnostic generative-AI data foundation across the DAF.

   secure.businesswire.com
5. Oct 16, 2025Partnership

   IBM OEM partnership for watsonx.data

   IBM announced an OEM partnership embedding Unstructured's data-preprocessing technology into watsonx.data to accelerate AI-ready enterprise data pipelines.

   ibm.com
6. Mar 14, 2024Funding

   Series B — $40M led by Menlo Ventures

   Unstructured raised a $40M Series B led by Menlo Ventures, with Databricks Ventures, IBM Ventures and NVIDIA's NVentures participating, bringing total funding to $65M.

   businesswire.com
7. Jul 19, 2023Funding

   Seed + Series A — $25M led by Madrona and Bain Capital Ventures

   Unstructured raised $25M combined across a previously undisclosed seed round and a Series A led by Madrona, with Bain Capital Ventures (which led the seed) and M12, Mango Capital, MongoDB Ventures and Shield Capital participating.

   techcrunch.com
8. 2023Launch

   Open-source ingestion library publicly released

   The open-source library born from the SOCOM collaboration was released publicly, later surpassing 50 million downloads and becoming a standard dependency in LangChain and Haystack RAG pipelines.

   unstructured.io
9. 2022Founded

   Founded by Brian Raymond, Matt Robinson, and Crag Wolfe

   Unstructured was founded in San Francisco in 2022 by CEO Brian Raymond alongside Matt Robinson and Crag Wolfe, former colleagues at NLP startup Primer AI.

   techcrunch.com
10. 2022Partnership

    CRADA agreement with U.S. Special Operations Command (SOCOM)

    Unstructured entered a Cooperative Research and Development Agreement with SOCOM to build an open-source framework for transforming military mission data into AI-ready formats — the origin of its core product.

    unstructured.io