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.
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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
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Unmatched accuracy
This accuracy ensures precise handling of complex layouts and tables.
5%+ higher layout & table recognition vs. document processing models
(DP-Bench benchmark ↗︎)TEDS: 93.48, TEDS-S: 94.16
More features
This enhancement expands the range of recognized information, increases accuracy, and streamlines workflows for enterprise users.
Complex tables
Chart recognition
Element coordinates
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Easy to use
Upstage Document Parse is designed to fit effortlessly into your existing systems:
Competitive price
Enterprise-grade performance, without the enterprise price tag.
$0.01/page via API (SOC2 & ISO 27001 certified)
AWS Marketplace: $17/hour or $3k/month
(View offers on AWS ↗︎)
Transforming your documents across use cases




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.