JetStream AI Understanding

AI-Powered Insight From Unstructured

Documents

JetStream Understanding extracts key insights like summaries, answers, and context-based details from unstructured documents at scale. Unlike chat tools, it processes in bulk and embeds results as metadata, enabling seamless integration with ECM systems for smarter automation and faster access.

Understanding: Actionable Insights from Unstructured Content

 JetStream Understanding is designed to automatically generate meaningful insights from unstructured documents, such as summaries, answers to specific questions, and context-based content interpretation, at scale. Unlike chat-based tools, JetStream performs mass processing and embeds the output directly into document metadata, allowing for seamless integration with downstream systems, such as enterprise content management (ECM) platforms. The JetStream AI Understanding module uses advanced LLMs to extract meaning, context, and insights from unstructured documents. It doesn’t just find data, it understands what it means.

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Superior Natural Language Prompting

JetStream executes predefined prompts written in natural language, generating responses such as summaries, classifications, or answers to specific queries. These insights are embedded into document metadata for automated retrieval and further processing.

Optimized For Unstructured Documents

Ideal for documents without consistent formats, like contracts, letters, or free-form text. JetStream Understanding goes beyond entity recognition by inferring meaning and extracting contextually relevant information, even when it’s not explicitly stated.

Flexible Deployment & Integration

Deployable on-premises or in private cloud allows for flexibility and compliance.  Deployment via Java or Docker containers, JetStream integrates easily into existing workflows through gRPC or REST APIs.

What is JetStream Understanding?

JetStream’s Understanding module is built to interpret complex, unstructured documents like contracts, letters, and narrative reports, where fixed layouts and clear data points are absent.


Powered by large language models (LLMs), JetStream Understanding goes beyond keyword detection. Instead of just identifying known entities, it responds to natural language prompts to extract insights, summarize content, or generate answers, even when the information isn’t directly stated.

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How JetStream Understanding Module Works

JetStream Understanding focuses on context and meaning, making it ideal for uncovering deeper insights hidden in unstructured content. Here's how it works:

01

Document Ingestion

JetStream takes in scanned documents, PDFs, or digital text, regardless of the layout or formatting.

02

Text Recognition

Using JetStream Recognition, the system captures printed and handwritten text, including from poor-quality or historical scans.

03

Contextual Analysis With LLM

The recognized text is passed to an embedded LLM that performs deep semantic analysis. It reads and interprets the content to:

  • Understand context and relationships
  • Identify implicit meanings (not just what's written)
  • Detect themes, risks, or red flags

04

Natural Language Prompts

Users can ask questions or request summaries using simple prompts like:

  • “Summarize this contract”
  • “List risks or obligations”
  • “What’s the intent of this letter?”

The model responds with context-aware answers, tailored to each document.

05

Metadata Integration

Extracted insights are embedded directly into the document’s metadata, making them searchable and usable within enterprise systems like ECM platforms.

What You Can Do With JetStream Understanding

  • Generate document summaries automatically

  • Get answers to complex questions from within the text

  • Extract implied insights, not just visible data

  • Identify themes, trends, or red flags across large collections


  • Embed results into metadata for seamless system integration

JetStream Understanding Functionality

Extracts Insights from Unstructured Text

Quickly interprets free-form documents like contracts, reports, and letters, even when information isn’t clearly stated or structured.

No Templates Or

Rules Needed

Uses large language models (LLMs) to understand context and intent, eliminating the need for rigid templates or manual setup.

Scalable Document Intelligence

Processes thousands of documents at once, embedding insights into metadata for seamless search and integration.

Beyond Keywords: Real Understanding

Unlike traditional systems that rely on fixed keywords or rigid templates, JetStream Understanding interprets meaning. It reads between the lines, identifies patterns, and extracts critical information that may not be explicitly stated.


Whether you're working with contracts, legal files, cover letters, reports, or any unstructured content, JetStream transforms documents into actionable intelligence.

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Why JetStream Understanding?

  • Deeper document intelligence

  • Faster decision-making

  • Scalable analysis across large datasets

  • Ready for ECM, legal, HR, and research workflows

Document Understanding FAQs

  • What is document understanding?

    Document Understanding is the process of using artificial intelligence (AI) to read, interpret, and extract meaning from documents—beyond simple text recognition. It goes further than traditional OCR by analyzing not just what’s written, but how it’s written, where it's placed, and what it means in context.