Semantics Without Silos: AI Finally Solves BI’s Oldest Problem

Data-Driven Podcast

Data-Driven Podcast
Semantics Without Silos: AI Finally Solves BI’s Oldest Problem
Jul 30, 2026 Episode 42
AtScale

Business intelligence has always been good at telling you what happened. It's never been great at telling you what to do about it. In this episode, AtScale's CEO and co-founder Dave Mariani sits down with Donald Farmer, Principal of Treehive Strategy, to talk about why AI is finally closing that gap.

You'll get Donald's take on:

  • How AI will start to take over the exploratory, discovery side of analytics
  • Why "revenue" means something different to marketing, sales, and finance ,  and why semantic layers need to model relationships between data, not just definitions
  • How treating semantic models like code (Git, CI/CD, AI-generated YAML) lets business users build them without needing to be a "unicorn"
  • What Apache Ossie tells us about the industry's shared need for semantic standardization
  • Donald's advice for enterprises and software vendors trying to figure out their AI strategy right now

Key topics in this episode:

  • The future of BI: routine dashboards vs. AI-driven discovery
  • Marcia Bates' model of "browsing" (orientation, glimpsing, examination, acquisition) and where BI always fell short
  • Semantic layers as the foundation for AI trust and governance
  • AI as translator, not just code generator, for building semantic models
  • Vendor lock-in, Apache Ossie, and Apache Iceberg as pieces of an open, portfolio-based data stack
  • Donald's "go carefully, but go" advice for AI adoption
Episode Artwork Semantics Without Silos: AI Finally Solves BI’s Oldest Problem 33:51 Episode Artwork 30 Hours to 90 Seconds: Blue Yonder’s Semantic Layer for Trusted Enterprise AI 32:58 Episode Artwork Semantic Layers, OSI & AI: Why Context Beats Data Access 31:47 Episode Artwork AI Needs Context: Semantic Layers, Metadata & Trust in 2026 33:28 Episode Artwork How MCP + Semantic Layers Turn LLMs Into Trusted BI Analysts 33:35 Episode Artwork The AI Frontier: Semantic Layers for Autonomous Agents with Jens Kröhnert 38:04 Episode Artwork Composable Analytics & the Future of the Semantic Layer: Building for the Age of AI Agents 31:30 Episode Artwork How Agentic AI and Semantic Layers Are Transforming Enterprise Analytics 34:37 Episode Artwork Open Source Semantics: Setting the Standard for Interoperability with Databricks and AtScale 31:06 Episode Artwork Introducing SML: The Open Standard for Seamless Semantic Layer Integration 18:20 Episode Artwork Revolutionizing Data: New Research on Natural Language Prompting with AtScale’s Semantic Layer and Generative AI 29:09 Episode Artwork The Power BI Evolution: An MVP’s Unfiltered Journey 30:28 Episode Artwork Navigating the Intersection of Semantics, AI, and Enterprise Innovation with Juan Sequeda 32:14 Episode Artwork Data Observability, Founders Journey and GenAI with Kunal Agarwal, CEO, Unravel Data 28:22 Episode Artwork Data Contracts with Andrew Jones, Principal Engineer, GoCardless 31:50 Episode Artwork Navigating Data Literacy: Insights from Jordan Morrow 37:59 Episode Artwork Leveraging Data as a Product: Strategies for Growth with Liat Ben-Zur 35:02 Episode Artwork Data and Analytics FinOps 48:28 Episode Artwork Leveraging Data Analytics and AI for Business Success with Richard Langlois, President at IT Architecture and Strategy 34:37 Episode Artwork Overcoming Challenges as a Woman in Tech and Data Analytics 31:32 Episode Artwork The Evolution of Data Lakes and the Entrepreneurial Journey with Justin Borgman 38:28 Episode Artwork Journey of Zenlytic, Semantic Layer, LLMs and the Future of Data-driven Insights 38:58 Episode Artwork Semantic Layer, Data Analytics and Artificial Intelligence with David Jayatillake, Co-Founder & CEO at Delphi Labs 31:15 Episode Artwork The Inflection Point of Generative AI, Analytics role in AI and AtScale <> Dataiku with 🦾Jepson Taylor 46:09 Episode Artwork Learn about Business intelligence (BI) and data warehousing, along with evolution of Power BI with Christopher Wagner 31:37