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LangChain vs LlamaIndex for RAG

12 posts on langchain vs llamaindex for rag — part of framework tutorials on the n4n AI blog.

Framework tutorialsComparison

RAG on PDFs: LangChain vs LlamaIndex parsers compared

A hands-on comparison of LangChain and LlamaIndex PDF parsers for RAG, covering extraction quality, chunking, performance, and when to use each.

5 min read
Framework tutorialsComparison

LlamaIndex vs LangChain: which scales past a million vectors

Head-to-head comparison of LlamaIndex and LangChain for RAG at million-vector scale — architecture, latency, cost, and when to pick each.

6 min read
Framework tutorialsComparison

LlamaIndex query engines vs LangChain retrievers

Compare LlamaIndex query engines and LangChain retrievers for RAG — architecture, control, streaming, and when to pick each.

5 min read
Framework tutorialsComparison

LangChain vs LlamaIndex: debugging and observability tools

A practitioner's comparison of LangChain and LlamaIndex debugging and observability tooling — callbacks, tracing, evaluation, and production monitoring.

6 min read
Framework tutorialsComparison

LangChain vs LlamaIndex: agent support inside RAG

A practitioner's head-to-head comparison of LangChain and LlamaIndex agent architectures for RAG, with code patterns, trade-offs, and a verdict by use case.

4 min read
Framework tutorialsHow-to

Migrating a RAG app from LlamaIndex to LangChain

A step-by-step guide to migrating a production RAG application from LlamaIndex to LangChain with runnable code and verification checkpoints.

4 min read
Framework tutorialsComparison

LlamaIndex vs LangChain: retrieval quality on 10,000 docs

Head-to-head retrieval quality benchmark of LlamaIndex and LangChain on 10,000 documents with concrete metrics, code patterns, and a clear verdict by use case.

5 min read
Framework tutorialsComparison

LangChain vs LlamaIndex: which handles hybrid search better

A practitioner's head-to-head comparison of LangChain and LlamaIndex for hybrid search, covering retrieval APIs, reranking, ergonomics, and when to choose each.

5 min read
Framework tutorialsComparison

LangChain vs LlamaIndex: chunking and indexing strategies

A practical comparison of LangChain and LlamaIndex chunking and indexing approaches for RAG systems, with code examples and a decision framework.

5 min read
Framework tutorialsTutorial

RAG pipeline: LangChain vs LlamaIndex step by step

Step-by-step tutorial to build RAG pipeline LangChain vs LlamaIndex with runnable code, comparing retrieval and generation tradeoffs for engineers.

3 min read
Framework tutorialsComparison

LangChain vs LlamaIndex for RAG: how to choose in 2026

A pragmatic 2026 engineering comparison of LangChain and LlamaIndex for RAG across capabilities, cost, latency, ergonomics, and ecosystem to help you choose.

3 min read
Framework tutorialsAnalysis

LangChain vs LlamaIndex: cost per query on GPT-5 and Claude

Engineering analysis of langchain vs llamaindex rag cost per query on GPT-5 and Claude: where token waste hides in retrieval and how to cut it.

4 min read