Upstage Document Parse

Let LLMs read your documents with speed and accuracy

Introducing Upstage Document Parse, the ultimate product for transforming complex documents into formats that Large Language Models (LLMs) can seamlessly process. Whether you're dealing with PDFs, scanned images, or intricate charts, Document Parse ensures your data is accurately and swiftly converted into structured formats like HTML and Markdown.

Input any document

Input PDFs, scanned images, spreadsheets, and slides including text, tables, charts, and handwritten elements.

Outputs structured text

Document Parse outputs structured, machine-readable formats, such as HTML and Markdown.

Faster, more accurate, built for scale

Fast processing speed

This speed ensures that your workflows remain uninterrupted and efficient.

  • 0.6 seconds per page on average

  • Processes 100 pages in under a minute

  • 5–10x faster than competitors

Unmatched accuracy

This accuracy ensures precise handling of complex layouts and tables.

More features

This enhancement expands the range of recognized information, increases accuracy, and streamlines workflows for enterprise users.

  • Complex tables

  • Chart recognition

  • Element coordinates

Easy to use

Upstage Document Parse is designed to fit effortlessly into your existing systems:

See developer docs ↗︎

from langchain_upstage import UpstageDocumentParseLoader
loader = UpstageDocumentParseLoader("file_path", ocr="force")

Competitive price

Enterprise-grade performance, without the enterprise price tag.

Deploy anywhere — cloud, API, or on-prem

REST API

Convert PDFs, scans, and emails into clean, machine-readable text ready for Al pipelines.

Marketplaces

Pull structured key-value data from invoices, claims, and contracts with audited accuracy.

On-premises

Enterprise-grade language model family optimized for speed and groundedness.