---
title: "Discussion on \"Boosting LLM Performance with RAG\" | Hashnode"
description: "Discussion on \"Boosting LLM Performance with RAG\". how RAG boosts LLMs using external data like PDFs and Excel files, with a real estate example showing how to build accurate, context-aware AI from structur"
url: "https://hashnode.com/posts/boosting-llm-performance-with-rag/68008130dd44efd57a294670"
---

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# [Boosting LLM Performance with RAG](https://blog.rohitlokhande.in/boosting-llm-performance-with-rag?utm_source=hashnode&utm_medium=feed)

how RAG boosts LLMs using external data like PDFs and Excel files, with a real estate example showing how to build accurate, context-aware AI from structur

Apr 17, 2025 · 5 min read · blog.rohitlokhande.in  
Read the article

-   [#rag-architecture](https://hashnode.com/tag/rag-architecture)
-   [#rag](https://hashnode.com/tag/rag)
-   [#llms](https://hashnode.com/tag/llms)
-   [#llm-retrieval](https://hashnode.com/tag/llm-retrieval)
-   [#rag-genai-vector-search-llmops-azure-aws-gcp](https://hashnode.com/tag/rag-genai-vector-search-llmops-azure-aws-gcp)

## Written by

[Rohit Lokhande](https://hashnode.com/@rohit2301)

@rohit2301 · Pune,India

  
[View profile](https://hashnode.com/@rohit2301)

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