> Markdown version of [/events/conference-india-2026/sessions/2021-from-rag-to-real](https://www.wearedevelopers.com/events/conference-india-2026/sessions/2021-from-rag-to-real). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # From RAG to Real Impact: Building Smarter AI Assistants - **Event:** Conference India 2026 ## Description Retrieval-Augmented Generation (RAG) is transforming AI assistants from generic chatbots into trusted enterprise partners by grounding responses in relevant organizational knowledge. By combining large language models with intelligent retrieval, RAG improves accuracy, reduces hallucinations, and delivers context-aware answers that users can trust.In this closing session, I will share IBM Bob's RAG journey, covering the architecture, key design decisions, implementation learnings, and the challenges we encountered along the way. I will discuss how RAG is helping IBM clients accelerate application understanding, modernization, and developer productivity, and conclude with a call to action on how developers can move beyond simply consuming AI outputs and start building AI assistants that are deeply connected to their knowledge, workflows, and business outcomes ## Speaker ### [Poornima Nayak](https://www.wearedevelopers.com/@poornima-nayak) Program Director - Bob at IBM ## Related talks at this congress - [Thinking in Graphs, Reasoning with Gemini!](https://www.wearedevelopers.com/events/conference-india-2026/sessions/1996-thinking-in-graphs) — Bhavesh Bhatt - [From Idea to Production: Build Enterprise-Grade Applications with Agentic AI](https://www.wearedevelopers.com/events/conference-india-2026/sessions/2020-from-idea-to) — Anusha Jain - [Enterprise AI Memory at Scale](https://www.wearedevelopers.com/events/conference-india-2026/sessions/2038-enterprise-ai-memory) — Aditya Joshi - [The 200,000 line code repository: My AI wrote 1000 lines. I needed 100.](https://www.wearedevelopers.com/events/conference-india-2026/sessions/2035-the-200-000-line) — Hardik Gupta ## Watch remotely Can’t make it to Bengaluru? Watch this session live with Pro. You also get: - All full videos, bookmarks, and playlists - World Congress livestreams [See pricing](https://www.wearedevelopers.com/pricing) ## Links - [Get tickets](https://www.wearedevelopers.com/conference-india/tickets)