Pyyan / Compare / Haystack vs GraphRAG

Haystack vs GraphRAG

2 of 5

RAG & Knowledge Graphs · verified 13 Aug 2026

Haystackdeepsetcurrent
GraphRAGMicrosoftcurrent
3 slots left
SpecificationHaystackGraphRAG
SummaryA strict pipeline abstraction, built for regulated work.Build a knowledge graph first, then query it.
KindFrameworkLibrary
GraphVia integrationsYes, core
LanguagePythonPython
LicenceApache 2.0MIT
GitHub stars~20k~25k
CategoryRAG & Knowledge GraphsRAG & Knowledge Graphs
OfficialdeepsetMicrosoft

Highlighted rows are where these differ.

Haystack

  • Every step is declared, which is what audits need
  • Cleanest option where a wrong answer has consequences

Best for finance, health, legal and government.

Full spec sheet →

GraphRAG

  • Extracts entities and relationships, then summarises communities
  • Answers “what are the themes here” which vector search cannot
  • Expensive to index

Best for questions no single chunk can answer.

Full spec sheet →