• PeerRAG is a RAG chatbot integrating LangChain, FAISS, and HuggingFaceEmbeddings for context-aware query handling using advanced NLP and vector search. • Engineered a comprehensive employee dataset by scraping Peerlist using BeautifulSoup and FireCrawl; enhanced chatbot intelligence, enabling data retrieval for over 500 distinct employee profiles, improving response accuracy by 40%