Turn Unstructured Documents into Structured Data. Instantly.

The easiest way to parse, structure, and automate document extraction. Production-grade document processing powered by LLMs, built for accuracy, scale, and compliance.

Unstract is Open-Source

GitHub stars
Why Unstract is great for agentic document processing?

Trusted by forward-thinking engineers

Handle a wide variety of document formats without
manual annotations

Bank statements from 200 different banks? Same form with changes across 50 different states? We’ve got you covered with the power of LLMs.

Split-screen: left shows four document thumbnails; caption about processing documents without manual annotation. Right displays a Bank.json JSON with customer and transaction data.

Give your Agents superpowers

Empower agents to turn complex, real-world ‘human-only’ tasks into fully automated solutions.

Automation flow diagram: Gmail trigger starts the process, converts emails to text, extracts data/attachments, and routes to Salesforce, Slack, and Gmail notifications.

Try it yourself

Begin your AI driven document processing automation today

Do differentiating work—pick your battles

Call Unstract APIs and get clean, structured data. Don’t waste your time dealing with document complexities.

Trust

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We bring trust to LLM responses

NULL is better than wrong: Unstract’s LLMChallenge uses two separate LLMs to extract and challenge, always giving you the right value or no value at all.

Say goodbye to hallucinations: Since LLMChallenge uses two LLMs to arrive at a consensus before an extracted field value is returned, hallucinations are caught and discarded early in the process.

Flowchart of an extraction workflow: Unstrat Platform feeds data to the Extractor, then the Challenger evaluates. A decision point asks if the Challenger agrees, leading to either 'Extraction Success' (Yes) or 'Extraction Fail' (No).

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Comparison of two extraction methods: top panel shows 'Single pass extraction' with total tokens spent 2000 (2K) and a pale arrow; bottom panel shows 'Standard extraction' with total tokens spent 6000 (6K) in a dark-framed box and a pink 6K badge.

Efficiency

Go big on scale—and small on bills

Reduce token usage by up to 7x—powered by LLMs!

SinglePass Extraction: Read all your field extraction prompts to construct a large, single prompt.

Summarized Extraction: Automatically constructs an extremely compact version of the input document.

Flexibility

You’re in full control — flexibility max

Choose the best LLM, Vector DB, Embedding Model and Text Extraction service based on your needs.

AGPL 3.0 LICENSE

Open-Source

Unstract is an open-source, no-code platform that lets you automate document processing workflows at any scale. Unstract leverages cutting-edge AI to surpass the current capabilities of IDP Intelligent Document Processing and RPA Robotic Process Automation.

Welcome to Prompt Studio

The prompt engineering environment purpose-built for
structured document data extraction.

Build generic prompts at speed

Prompt Studio is an environment designed for prompt engineers to create generic prompts quickly from a small sample of representative documents.

Versioning built-in

Stop maintaining prompts in spreadsheets. Test new versions of your prompts thoroughly. Rollback easily should you spot a problem.

Multi-LLM support

View and compare responses from and the cost of multiple LLMs side-by-side.

Know the cost, comparatively

As you build. keep an eye on how much your extraction is costing you side-by-side comparison for your chosen LLMs.

LLMWhisperer: Get complex documents
ready for LLM consumption

LLM output is as good as the input you provide it. The perfect companion service to LLMs, it produces highly optimized output from input documents in a way LLMs are best able to understand.

A unique layout-preserving mode lets LLMs understand multi-column layouts, forms and tables.

State-of-the-art handwritten text detection means you can process challenging documents with ease.

Checkbox and radio button detection means you can process forms easily.

Can deal with scanned PDFs and smartphone camera
-captured documents with high fidelity.

Flexibility

You’re in full control — flexibility max

APIs

Call APIs can structure unstructured documents from your existing apps.

ETL Pipelines

Have unstructured documents in cloud file storage? Structure them and push to data warehouses and databases.

Prefer MCP? We got you covered

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Cloud integration diagram with a central two-server icon inside a rounded-square frame, surrounded by provider logos (GitHub, Slack, and Google-style logos) for cloud services.

Unstract MCP Server

Get a standard, structured JSON back
irrespective of the variants.

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Cloud integration diagram with a central two-server icon inside a rounded-square frame, surrounded by provider logos (GitHub, Slack, and Google-style logos) for cloud services.

LLMWhisperer MCP Server

Prepare documents for easy consumption by agents

Dashboard on left with client data and a scanned bank statement on the right, linked by a dotted arrow showing document extraction flow.

Secure and Compliant, Always

Unstract adheres to the strict rules and regulations of various compliance authorities.
Rest assured, we have policies, systems, and processes to ensure that your data is always safe, secure, and private.

Try it yourself

Manual processes belong to a pre LLM era. 
Welcome to the future

Unstract is document agnostic. Works with any document without prior training or templates.
Have a specific document or use case in mind? Talk to us, and let's take a look together.

Prompt engineering Interface for Document Extraction

Make LLM-extracted data accurate and reliable

Use MCP to integrate Unstract with your existing stack

Control and trust, backed by human verification

Make LLM-extracted data accurate and reliable

LATEST WEBINAR

Automating data enrichment inside your document extraction pipeline

July 17, 2026