Pipeline Brief

LlamaIndex

Data framework for connecting LLMs with private data

About LlamaIndex

LlamaIndex (formerly GPT Index) provides a data framework for connecting LLMs to custom data sources. Specializes in retrieval-augmented generation (RAG) with sophisticated indexing and query engines.

Best for

Best for teams building RAG applications connecting LLMs to private data

Pros & Cons

Pros

  • Purpose-built for RAG and data-connected LLMs
  • Sophisticated indexing and query engines
  • Strong for document-heavy use cases

Cons

  • RAG-focused — less general than LangChain
  • Rapidly evolving API
  • Can be complex for simple retrieval

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