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LangChain vs LlamaIndex vs Flowise: Top LLM Frameworks Compared

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To build these AI-powered apps (chatbots, automated agents, RAG systems, etc.) They typically offer components for: Retrieval ( RAG ) : Connecting to vector databases or knowledge bases to fetch relevant documents. The system embeds your data (PDFs, docs, web pages) and searches it, then feeds that context into the LLM.