Unlike most document extraction setups, this template doesn’t require you to manually wire everything together. Instead, it:
- Uploads documents directly to LlamaExtract
- Triggers structured extraction using your chosen agent
- Supports optional schema overrides when needed
- Allows configuration overrides (mode, reasoning, citations, chunking)
- Handles webhook callbacks for real-time status updates
- Returns structured JSON ready for downstream automation
This makes it ideal for users who:
- Want production-ready document extraction inside n8n
- Need structured outputs from PDFs or complex files
- Are experimenting with reasoning modes or citation metadata
- Prefer clean, reusable automation templates instead of building from scratch
If you're using LlamaIndex for structured document extraction and want a ready-to-deploy workflow that handles the heavy lifting, this template is built for that use case.
For a full walkthrough of the architecture and configuration options, check out the accompanying blog post.



