How to connect enterprise data with AI: From RAG and Deep Search to Knowledge Graph [ukr]

During the talk, we will explore why a simple RAG approach is no longer sufficient for organizations with multiple data sources and how modern AI systems are evolving — from classic RAG to Deep Search, hybrid search, and Knowledge Graphs as a layer of corporate memory.

We will also look at how to combine unstructured documents, tabular data, databases, internal wikis, chats, and business entities into a unified system where AI can find relevant sources, build a search path, explain relationships between facts, and provide more accurate and verifiable answers.

Andriy Bilous
CEO в StayInno AI
  • Founder of Staylnno AI
  • 15+ years in IT, expert in building cloud-based solutions powered by ML and Generative AI technologies
  • Microsoft Most Valuable Professional (MVP) in Artificial Intelligence
  • Mentor of AI startups at Microsoft Founders Hub
  • Alumnus of UCU Business School
  • Author of AI workshops for business and the business simulation game “AI Corporation,” built on simulations and scenario planning
  • Leads AI transformations in enterprise and mid-sized businesses
  • LinkedIn, Facebook
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