# Upstage — Understanding document structure with OCR - Document AI technology for LLM

- Company: Upstage (upstage.ai)
- Announced: 2023-12-05
- Category: not stated
- Coverage: not counted
- Announcement: no
- Group: routine
- Source: https://www.upstage.ai/blog/en/document-ai-ocr-for-llm
- Record: https://forck.live/items/18489-understanding-document-structure-with-ocr-document-ai-technology-for-llm
- Subject: Solar Pro / Solar Mini

Upstage plans to launch a document structure analysis API service that accepts any document and returns a markdown-converted result. The post explains the digital assetization process for LLMs, including layout analysis, markdownification, vectorization, and query embedding, and contrasts document structure analysis software with standard OCR or PDF parsing software.

## Evidence

Verbatim from https://www.upstage.ai/blog/en/document-ai-ocr-for-llm:

> Upstage is also planning to launch a service for document structure analysis. Any document can be sent to our API and receive a markdown-converted result.

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Record: https://forck.live/items/18489-understanding-document-structure-with-ocr-document-ai-technology-for-llm
Catalogue: https://forck.live/llms.txt
Current issue: https://forck.live/feed.md