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LlamaParse

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High-fidelity parsing of complex PDFs for RAG.

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LlamaParse is LlamaIndex's managed document-parsing service tuned for complex PDFs with tables, figures, and layout, outputting clean markdown for RAG. It integrates tightly with LlamaIndex but is usable standalone.

License
Proprietary
Deployment
Managed
Pricing
Free pages per day; usage-based beyond that.
SDKs / languages
Python, TypeScript, Any (API)

Strengths

  • Strong on complex PDFs/tables
  • Clean markdown output
  • Tight LlamaIndex integration

Limitations

  • Managed only
  • Costs scale with pages parsed

Alternatives

Docling
Open-source document parsing library for RAG.
Firecrawl
Turn websites into clean markdown for LLMs.
LlamaIndex
Data framework for RAG and agents over your data.
Reducto
High-accuracy document parsing and extraction API.
Unstructured
Turn messy documents into clean, structured data for RAG.
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Facts verified 19 July 2026. Neutral summary, not an endorsement; verify current details with the vendor.