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What is Upstage Document Parse?

Upstage Document Parse is a powerful tool designed to transform complex documents—such as PDFs, scanned images, spreadsheets, and presentations—into structured HTML or Markdown that machines can readily interpret, all while ensuring high-speed and accuracy suitable for enterprise needs. With advanced layout understanding, it skillfully recognizes intricate tables, charts, and coordinates, processing each page in roughly 0.6 seconds, which allows for the processing of 100 pages in under a minute—5 to 10 times faster than its competitors—while achieving over 5% higher accuracy in layout and table detection, boasting TEDS scores of 93.48 and TEDS-S scores of 94.16. The tool can be easily integrated through a REST API, is available for on-premises deployment, or can be utilized via cloud platforms like AWS, facilitating a smooth incorporation into existing workflows with user-friendly client libraries. Its versatile applications range from enhancing enterprise search functionalities and delivering AI-powered document summaries to digitizing legal and compliance documentation and optimizing financial report processing, all while maintaining precise layouts and ensuring that outputs are clean and searchable for future applications. Additionally, this innovative technology aids organizations in refining their data management practices and boosting their overall operational efficiency, ultimately driving productivity and ease of access across various sectors.

What is Docling?

Docling is an intuitive, standalone open-source toolkit available under the MIT license that streamlines the process of converting chaotic documents into well-structured data, thus improving subsequent document handling and AI processes. This multifunctional tool can handle a diverse range of file formats, such as PDF, DOCX, PPTX, XLSX, HTML, Markdown, AsciiDoc, CSV, images, and audio files, including those from scanned documents by utilizing any chosen OCR engine. With its ability to recognize and process a variety of elements like tables, formulas, reading sequences, bounding boxes, headers, footers, images, captions, code snippets, list items, and paragraphs, Docling significantly enhances the searchability and integration of extracted content into AI systems, retrieval-augmented generation, and agent-based applications. Additionally, it supports exporting the processed data into several formats, including JSON, plain text, Markdown, HTML, and Doctags, giving developers flexible options for their application and development workflows. By systematically organizing and managing components according to reading order, Docling effectively breaks documents into smaller, cohesive text segments, thereby optimizing the overall processing experience and making it easier for users to access the information they need. As a result, organizations leveraging Docling can dramatically improve their document management and data utilization strategies.

Media

Media

Integrations Supported

HTML
Markdown
AWS Marketplace
AWS Trainium
Amazon Web Services (AWS)
Google Sheets
JSON
Microsoft Excel
Model Context Protocol (MCP)
Python
Upstage AI

Integrations Supported

HTML
Markdown
AWS Marketplace
AWS Trainium
Amazon Web Services (AWS)
Google Sheets
JSON
Microsoft Excel
Model Context Protocol (MCP)
Python
Upstage AI

API Availability

Has API

API Availability

Has API

Pricing Information

$0.1 per 1M tokens
Free Trial Offered?
Free Version

Pricing Information

Free
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Upstage AI

Date Founded

2020

Company Location

United States

Company Website

www.upstage.ai/products/document-parse

Company Facts

Organization Name

Docling

Company Location

United States

Company Website

www.docling.ai/

Categories and Features

Categories and Features

OCR

Batch Processing
Convert to PDF
ID Scanning
Image Pre-processing
Indexing
Metadata Extraction
Multi-Language
Multiple Output Formats
Text Editor
Zone Selection Tool

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