LlamaIndex vs Haystack: Head-to-Head Comparison
Quick Verdict
LlamaIndex is the better pick for retrieval-augmented generation over your own data. Haystack is the better pick for production search and RAG pipelines.
At a Glance
| Feature | LlamaIndex | Haystack |
|---|---|---|
| Best For | Retrieval-augmented generation over your own data | Production search and RAG pipelines |
| Pricing | Free and open source | Free and open source |
| Free to Start | Yes | Yes |
| License | Open source | Open source |
| Deployment | Library / framework in your stack | Library / framework in your stack |
| Link | Visit LlamaIndex | Visit Haystack |
Detailed Breakdown
LlamaIndex
Data framework for LLM apps and RAG
Pros:
- Strong ingestion and indexing
- Many data connectors
- Agent workflows
Cons:
- Overlaps with LangChain
- Learning curve
Haystack
Open-source LLM framework by deepset
Pros:
- Clear pipeline architecture
- Production focus
- Many integrations
Cons:
- Smaller community
- Python only
Key Differences
- Positioning: LlamaIndex — data framework for LLM apps and RAG. Haystack — open-source LLM framework by deepset.
- Both share the same licensing model (open source), so the decision comes down to features and workflow fit.
- Pricing: LlamaIndex — free and open source. Haystack — free and open source.
- Signature strength: LlamaIndex — strong ingestion and indexing. Haystack — clear pipeline architecture.
Frequently Asked Questions
Is LlamaIndex better than Haystack?
It depends on your requirements. LlamaIndex is a strong fit for retrieval-augmented generation over your own data, while Haystack suits production search and RAG pipelines.
Is LlamaIndex free to use?
Yes, you can start with LlamaIndex for free. Pricing model: Free and open source.
Is Haystack free to use?
Yes, you can start with Haystack for free. Pricing model: Free and open source.
Can I self-host LlamaIndex or Haystack?
LlamaIndex runs inside your own stack: library / framework in your stack. Haystack runs inside your own stack: library / framework in your stack.
What are the main drawbacks of LlamaIndex and Haystack?
LlamaIndex: overlaps with LangChain; learning curve. Haystack: smaller community; Python only.
Discussion
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