How Enterprise Search has changed due to LLMs | The Bhairav Show | Suhas Bhairav

In this episode of The Bhairav Show, Suhas Bhairav speaks with Vikram Srinivasan, Founder of needl.ai, AI researcher, adjunct professor at IISc, and PhD graduate from UC San Diego, about large language models, enterprise search, semantic retrieval, and building production-grade AI systems. Enterprise search is fundamentally different from searching the public web. Information is distributed across documents, emails, internal tools, databases, knowledge bases, and communication platforms. Access permissions, outdated content, duplicate information, domain-specific terminology, and limited evaluation data make reliable retrieval extremely difficult. The conversation explores how large language models are changing enterprise search, why replacing every search interface with a chatbot may not always be the right solution, and how companies can determine whether an AI-powered search system is genuinely improving information discovery. Topics discussed include: • How enterprise search has evolved since the arrival of LLMs • Why searching internal company information is so difficult • Semantic search, vector databases, embeddings, and hybrid retrieval • Retrieval-Augmented Generation and enterprise knowledge systems • Search interfaces versus conversational interfaces • Why an AI system can sound convincing while retrieving incorrect information • Evaluating retrieval quality, relevance, and business value • Knowledge graphs and structured enterprise information • Access control, data security, governance, and permissions • The difference between an impressive AI demonstration and a production-ready product • Why enterprise AI adoption is often slower than the public narrative suggests • The continued importance of distributed systems and strong data infrastructure • What companies should understand before deploying generative AI internally This discussion is relevant for founders, CTOs, AI engineers, enterprise leaders, product managers, researchers, and anyone building search, retrieval, knowledge-management, or generative AI systems. About Vikram Srinivasan Vikram Srinivasan is the Founder of needl.ai. He has a background in artificial intelligence, computer science, research, distributed systems, and entrepreneurship. His work focuses on helping organisations discover and retrieve information spread across enterprise applications and data sources. About the Host Suhas Bhairav is an applied AI expert, software developer, entrepreneur, and host of The Bhairav Show. He explores practical applications of artificial intelligence, AI agents, enterprise systems, knowledge graphs, retrieval, automation, and digital transformation. Subscribe to The Bhairav Show for conversations with AI founders, researchers, technology leaders, and builders working on the future of artificial intelligence. Website: https://suhasbhairav.com LinkedIn:   / suhasbhairav   YouTube:    / @suhasbhairav   #EnterpriseSearch #LLM #GenerativeAI #ArtificialIntelligence #SemanticSearch #RAG #VectorDatabase #KnowledgeGraphs #InformationRetrieval #EnterpriseAI #AIStartups #TheBhairavShow