7h ago

LlamaIndex Builds Demo Agent to Parse SEC Filings with LiteParse

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Original post

Financial analysts spend ~70% of their time pulling numbers out of PDFs. We built a demo agent that ingests SEC filings and answers questions with exact citations highlighted on the original PDF page. About 600 lines of Next.js. No vector DB. Just LiteParse. https://www.llamaindex.ai/blog/building-a-financial-due-diligence-agent-with-liteparse?utm_medium=socials&utm_source=twitter&utm_campaign=2026-may-

8:28 AM Ā· May 20, 2026 View on X

We built an AI agent for due diligence, with exact audit trails back to the source page, that you can use as a template without paying a single dime for PDF parsing šŸ”„šŸ†“

The secret sauce is LiteParse - our free, open-source, model-free document parser. It can extract text from financial documents with complex layouts and tables, and return citations that describe exact bounding boxes in the source text.

For a free, open-source parser, it is extremely powerful and is a key ingredient in agentic workflows!

Check out our full blog post here: https://www.llamaindex.ai/blog/building-a-financial-due-diligence-agent-with-liteparse?utm_medium=socials&utm_source=twitter&utm_campaign=2026-may-

LlamaIndex šŸ¦™LlamaIndex šŸ¦™@llama_index

Financial analysts spend ~70% of their time pulling numbers out of PDFs. We built a demo agent that ingests SEC filings and answers questions with exact citations highlighted on the original PDF page. About 600 lines of Next.js. No vector DB. Just LiteParse. https://www.llamaindex.ai/blog/building-a-financial-due-diligence-agent-with-liteparse?utm_medium=socials&utm_source=twitter&utm_campaign=2026-may-

3:28 PM Ā· May 20, 2026 Ā· 5.7K Views
6:12 PM Ā· May 20, 2026 Ā· 3.9K Views

If you have more complex documents that require more powerful vision-based processing, come check out LlamaParse: https://cloud.llamaindex.ai/

Jerry LiuJerry Liu@jerryjliu0

We built an AI agent for due diligence, with exact audit trails back to the source page, that you can use as a template without paying a single dime for PDF parsing šŸ”„šŸ†“ The secret sauce is LiteParse - our free, open-source, model-free document parser. It can extract text from financial documents with complex layouts and tables, and return citations that describe exact bounding boxes in the source text. For a free, open-source parser, it is extremely powerful and is a key ingredient in agentic workflows! Check out our full blog post here: https://www.llamaindex.ai/blog/building-a-financial-due-diligence-agent-with-liteparse?utm_medium=socials&utm_source=twitter&utm_campaign=2026-may-

6:12 PM Ā· May 20, 2026 Ā· 3.9K Views
6:12 PM Ā· May 20, 2026 Ā· 489 Views
LlamaIndex Builds Demo Agent to Parse SEC Filings with LiteParse Ā· Digg