Unstract: LLM Powered ETL for Unstructured Data

Unstract

3.5 | 37 | 0
Type:
Open Source Projects
Last Updated:
2025/10/07
Description:
Unstract is an open-source, no-code platform purpose-built for extracting data from unstructured documents using LLMs, with high accuracy. Easily deploy API and ETL pipelines for your unstructured data.
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unstructured data extraction
LLM
ETL
no-code
document processing

Overview of Unstract

What is Unstract?

Unstract is an open-source, no-code platform designed for extracting data from unstructured documents using Large Language Models (LLMs). It's built to eliminate manual processes and automate document processing workflows at scale, surpassing the capabilities of traditional Intelligent Document Processing (IDP) and Robotic Process Automation (RPA) solutions.

How does Unstract work?

Unstract leverages the power of LLMs to accurately extract structured data from complex documents like bank statements, forms, and scanned PDFs. It uses a unique LLMChallenge approach with two separate LLMs to validate extracted data, ensuring high accuracy and minimizing hallucinations. This dual-LLM consensus ensures that the returned value is correct or, if uncertain, returns no value at all.

Key Features:

  • No-Code Platform: Automate document processing without writing code.
  • LLM-Powered Extraction: Utilizes LLMs for high accuracy in data extraction.
  • LLMChallenge: Employs two LLMs for data validation, reducing errors and hallucinations.
  • SinglePass Extraction: Reads all field extraction prompts to construct a large, single prompt, reducing token usage.
  • Summarized Extraction: Automatically creates a compact version of the input document to reduce token consumption by up to 7x.
  • Prompt Studio: A dedicated environment for prompt engineers to create, test, and manage prompts efficiently.
  • API and ETL Pipelines: Easily deploy APIs and ETL pipelines for unstructured data.
  • Integration: Seamless integration with n8n and other services.
  • Layout-Preserving Mode: Enables LLMs to understand multi-column layouts, forms, and tables.
  • Handwritten Text Detection: Processes challenging documents with handwritten text.
  • Checkbox and Radio Button Detection: Accurately processes forms with checkboxes and radio buttons.
  • Document Handling: Processes scanned PDFs and smartphone camera-captured documents with high fidelity.

How to use Unstract?

  1. Quick Start: Access the platform and start automating document processing workflows.
  2. Prompt Studio: Use the prompt engineering environment to create and optimize prompts for data extraction.
  3. API Calls: Call Unstract APIs to structure unstructured documents from existing applications.
  4. Cloud Integration: Structure documents in cloud file storage and push them to data warehouses and databases.

Why choose Unstract?

  • High Accuracy: The LLMChallenge feature ensures that extracted data is highly accurate and reliable.
  • Cost Efficiency: SinglePass and Summarized Extraction features reduce token usage, lowering costs.
  • Flexibility: Choose the best LLM, Vector DB, Embedding Model, and Text Extraction service based on specific needs.
  • Scalability: Automate document processing workflows at any scale.
  • Compliance: Adheres to strict rules and regulations to ensure data safety, security, and privacy.

Who is Unstract for?

Unstract is ideal for:

  • Enterprises: Automating document processing workflows.
  • Data Scientists: Extracting structured data from unstructured documents for analysis.
  • Prompt Engineers: Creating and managing prompts for LLM-powered data extraction.
  • Developers: Integrating unstructured data processing into existing applications.
  • Finance and Insurance Industries: Processing bank statements and other financial documents efficiently.

Best way to automate unstructured data extraction?

Unstract stands out as a premier solution for automating the extraction of structured data from unstructured documents. Its open-source nature, no-code platform, and LLM-powered capabilities make it a versatile tool for a wide range of industries. Whether dealing with bank statements, forms, or scanned documents, Unstract streamlines the process, ensuring accuracy and efficiency. By reducing manual labor and leveraging cutting-edge AI, Unstract enables organizations to focus on higher-value tasks, driving innovation and growth.

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