The document layer your AI workflows were missing.

In most AI and automation workflows, accuracy breaks long before the model is involved—
it breaks when documents lose structure, context, or meaning.

One table —
even across pages.

Split data is recognized as a single, connected structure.

Layout complexity preserved with accuracy.

Merged cells, nested tables, 
and irregular formats stay intact.

Selection fields are surfaced as contextual data.

Preserved for retrieval, 
reasoning, and automation.

Visual content becomes interpretable knowledge.

Charts and figures expressed 
in descriptive language.

Document Parse Enhanced preserves these elements and transforms them into machine-ready knowledge optimized for RAG, review, analytics, and decision automation—without changing your existing workflow.

Better document understanding drives better decisions.

Upstage Team
Upstage Team
Announcements
December 10, 2025
Better document understanding drives better decisions.
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The document layer your AI workflows were missing.

In most AI and automation workflows, accuracy breaks long before the model is involved—
it breaks when documents lose structure, context, or meaning.

One table —
even across pages.

Split data is recognized as a single, connected structure.

Layout complexity preserved with accuracy.

Merged cells, nested tables, 
and irregular formats stay intact.

Selection fields are surfaced as contextual data.

Preserved for retrieval, 
reasoning, and automation.

Visual content becomes interpretable knowledge.

Charts and figures expressed 
in descriptive language.

Document Parse Enhanced preserves these elements and transforms them into machine-ready knowledge optimized for RAG, review, analytics, and decision automation—without changing your existing workflow.

The document layer your AI workflows were missing.

In most AI and automation workflows, accuracy breaks long before the model is involved—
it breaks when documents lose structure, context, or meaning.

One table —
even across pages.

Split data is recognized as a single, connected structure.

Layout complexity preserved with accuracy.

Merged cells, nested tables, 
and irregular formats stay intact.

Selection fields are surfaced as contextual data.

Preserved for retrieval, 
reasoning, and automation.

Visual content becomes interpretable knowledge.

Charts and figures expressed 
in descriptive language.

Document Parse Enhanced preserves these elements and transforms them into machine-ready knowledge optimized for RAG, review, analytics, and decision automation—without changing your existing workflow.

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