JetStream AI Extraction & LLM

A Virtual Assistant For Your Documents

Smart zonal data extraction made simple. Using a rule-free, few-shot learning approach, JetStream captures individual data fields from structured and semi-structured documents with ease. For semi-structured and unstructured content, our advanced LLM technology ensures accurate, context-aware extraction across all document types.

Extraction: Smart Data Extraction Powered by LLM

JetStream Extraction is a next-generation data extraction engine built to automate the capture of critical information from both structured and unstructured documents. By leveraging advanced machine learning, smart zonal extraction, and large language models (LLMs), JetStream minimizes the need for manual setup and validation, enabling straight-through processing across high-volume environments.

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Built For Speed & Scalability

JetStream Extraction combines powerful AI with user-friendly tools to simplify setup, enhance extraction accuracy, and facilitate scalable document automation. Whether processing forms, contracts, or handwritten records, JetStream turns document data into structured, actionable output—fast.

Broad Application Coverage

JetStream Extraction uses machine learning, zonal extraction, and LLMs to process both structured forms and unstructured text. It's built to handle everything from simple data capture to complex document analysis, quickly and accurately.

Intelligent Automation

JetStream transforms the setup and maintenance of data extraction workflows, eliminating manual effort and drastically reducing setup time compared to traditional rule-based methods. Say goodbye to manual extraction and hello to fast, intelligent automation.

What is JetStream Extraction With LLM?

The JetStream AI Extraction module doesn’t just read documents, it understands them. By combining AI-driven recognition with large language models, JetStream intelligently extracts structured data from even the most complex, unstructured, or historical files.


JetStream AI Extraction automates the process of identifying and pulling out relevant data from scanned documents, PDFs, and handwritten records. Whether it’s names, dates, totals, signatures, or custom fields, JetStream finds what matters, accurately and at scale.



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How JetStream Extraction LLM Module Works

JetStream AI Extraction combines advanced OCR/ICR with the power of LLM to extract structured data from even the most complex or unstructured documents. Here's how it works:

01

Document Recognition

JetStream begins by scanning the document using its high-accuracy OCR/ICR engine, JetStream Recognition. It captures printed and handwritten text, tables, checkboxes, and more—even from noisy or low-quality scans.

02

LLM-Powered Extraction

The extracted text is passed to an integrated LLM that understands language context, structure, and meaning. This allows it to:

  • Interpret unstructured content (e.g. contracts, letters, reports)
  • Identify entities and relationships (e.g. names, dates, amounts, references)
  • Recognize meaning beyond layout or keywords

03

Natural Language Queries for Extraction

Users can define what data to extract by entering simple prompts or keywords with no need for predefined templates or model training. For example: “Extract the client name, contract date, and payment terms.”

04

Built-In Verification

To ensure accuracy, JetStream automatically cross-verifies the extracted data with the original transcription. This helps prevent AI “hallucinations” and ensures trustworthy output.

05

Output in Structured Formats

Finally, the extracted data is returned in your preferred format like JSON, XML, CSV, or sent directly to your systems via API that are ready for search, reporting, or automation.

JetStream Extraction Assistant

JetStream’s Extraction Assistant (ExA) makes it easy to train custom document extraction models through a simple, no-code, browser-based interface. Using few-shot learning, the Extraction Assistant adapts quickly with just a few labeled samples, typically a minimum of five per class, though more data improves performance. It supports the extraction of key-value pairs, checkboxes, numeric fields, and positional data, and can auto-suggest fields like Acroforms to speed up setup. ExA also integrates LayoutLM, an optional layout-aware language model that enhances accuracy by combining visual structure and contextual understanding. Whether dealing with new layouts or complex documents, ExA allows users to train high-performing models efficiently, without coding or advanced data prep.

JetStream Extraction Features

JetStream Extraction automatically captures key invoice data, including vendor details, dates, line items, and totals. Its AI-powered engine adapts to different layouts and formats, ensuring high accuracy while eliminating manual data entry and streamlining financial workflows.

JetStream Extraction accurately detects and extracts tables from any document. Whether you're working with complex financial reports or scientific data, it delivers precise, reliable table extraction every time.

JetStream Extraction automates the extraction of structured data from forms, identifying key fields such as names, addresses, and checkboxes. This intelligent processing enables businesses to streamline document handling, ensuring fast and reliable data extraction from standardized or custom-designed forms.

Why JetStream Extraction With LLM?

  • Drastically reduces manual data entry

  • Works on both modern and historical records

  • Handles inconsistent formats and handwriting

  • Improves accuracy through contextual understanding

  • Scales to thousands of documents with ease
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JetStream LLM Entity Extraction

LLM Entity Extraction uses large language models to intelligently extract key data, such as names, dates, and amounts, from unstructured documents using simple prompts or keyword lists. Unlike traditional methods, it requires no templates or training and understands the context of the content, allowing it to accurately locate and link information even in messy or complex layouts. Integrated with JetStream Recognition, it cross-verifies results for reliability, making it a powerful, scalable solution for fast, accurate data extraction across large document collections.

JetStream LLM Functionality

Validates Answers

The LLM output is fully validated and based exclusively on the documents you provide, ensuring accurate answers sourced directly from your data, nothing more, nothing less.

Ask Your Document

Ask your document specific questions, whether you need to extract a particular value or request a full summary. JetStream understands and responds with accurate, context-aware answers tailored to your needs.

On-Premise or Cloud

JetStream offers flexible deployment options, choose a cloud-based setup or a fully on-premise installation, where all data and documents remain securely within your local environment.

Unstructured Data Extraction

Discover how the LLM effortlessly extracts information from unstructured documents, automatically and accurately. Choose from multiple output formats to seamlessly integrate results into your existing workflow.

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Document Extraction FAQs

  • What is document extraction?

    Document extraction is the process of automatically extracting structured data from unstructured or semi-structured documents. It involves identifying and capturing specific data fields, such as names, addresses, dates, or invoice numbers, from documents like invoices, forms, contracts, or receipts. Document extraction eliminates the need for manual data entry, saving time and reducing errors. It is commonly used in various industries, including finance, insurance, healthcare, and logistics, to automate data extraction and streamline business processes.