AI-Native Analytics - Building the Next Generation of Decision Systems

Explore how AI-native analytics is revolutionizing enterprise decision-making in this 30-minute keynote presentation from OSA Con 2025. Discover the limitations of traditional Business Intelligence tools with their static dashboards and complex query interfaces that often exclude non-technical users, creating barriers between data and actionable insights. Learn about the transformative potential of AI-native analytics that integrates natural language interfaces with scalable machine learning to create intelligent, conversational decision systems. Examine the architectural foundations required to operationalize natural language interfaces at enterprise scale, including natural language understanding, data context alignment, governance frameworks, and high-performance computing infrastructure. Address critical challenges facing conversational systems in enterprise environments such as query ambiguity, semantic grounding, explainability requirements, and maintaining scalability under dynamic workloads. Understand how AI-driven interfaces enable business users to transition from passive report consumption to active data engagement through natural dialogue, accelerating insight discovery and democratizing decision-making across organizational levels. Gain a strategic framework for building next-generation analytics platforms that are intelligent, adaptive, and genuinely human-centric, drawing from real-world implementations and cutting-edge research in the field.