LlamaIndex vs Haystack

Which is better for financial document parsing?

LlamaIndex is better for financial document parsing with its native LlamaParse integration that handles complex financial PDFs, tables, and scanned documents with high accuracy. Its hierarchical indexing preserves document structure across long reports. Haystack relies on third-party document converters and does not offer the same level of specialized financial document understanding.

Which is more secure for regulated finance?

Haystack is more secure for regulated finance with its built-in pipeline tracing, complete audit logging, and straightforward on-premise deployment. Every query and response can be logged for compliance review. LlamaIndex can be self-hosted too, but Haystack's architecture was designed from the ground up for enterprise security and compliance requirements.

Which handles complex financial PDFs better?

LlamaIndex handles complex financial PDFs significantly better thanks to its LlamaParse integration, which extracts tables, preserves document structure, and handles scanned documents via OCR. Haystack uses standard PDF parsing libraries that struggle with complex financial tables, multi-column layouts, and embedded charts common in annual reports and research documents.

Which is cheaper to run for finance teams?

LlamaIndex is cheaper to run for finance teams because it is fully open-source with no mandatory paid tiers for core functionality. Haystack is also open-source but its enterprise features and on-premise deployment options require paid licenses. For teams with existing infrastructure, LlamaIndex offers a lower total cost of ownership for basic document Q&A use cases.

LlamaIndex

Haystack