30 Hours to 90 Seconds: Blue Yonder’s Semantic Layer for Trusted Enterprise AI

Data-Driven Podcast

Data-Driven Podcast
30 Hours to 90 Seconds: Blue Yonder’s Semantic Layer for Trusted Enterprise AI
May 14, 2026 Episode 41
AtScale

What happens when enterprise AI meets inconsistent metrics, fragmented dashboards, and conflicting business logic?

In this episode of the Data-Driven Podcast, AtScale CTO and co-founder Dave Mariani sits down with Brad Lindsey and Jeremy Arendt from Blue Yonder to discuss how Blue Yonder transformed its analytics strategy from disconnected dashboards into a governed semantic layer foundation for AI and enterprise analytics.

The conversation explores why semantic layers have become critical infrastructure for AI, how governed metrics enable trusted self-service analytics, and why enterprises must standardize business definitions before deploying AI agents at scale.

Key topics include:

  • Why Blue Yonder shifted from dashboard development to data infrastructure
  • Building a universal semantic layer for AI, BI, Excel, and LLMs
  • How semantic models eliminate inconsistent metrics across the business
  • Why semantic governance matters for agentic AI
  • The role of Model Context Protocol (MCP) and semantic context in enterprise AI
  • Creating reusable governed business logic for analytics and AI
  • How Blue Yonder reduced analysis work from 30 hours to 90 seconds using semantic models and AI
  • Scaling trusted self-service analytics without losing governance
  • The future of semantic layers as operational infrastructure for AI

The discussion also highlights a major shift happening across enterprise data architecture: semantic layers are no longer just BI tooling. They are becoming the governed operational foundation for AI-powered decision making.

Learn how Blue Yonder is preparing for a future where AI agents, dashboards, copilots, and analytics workflows all operate from the same trusted semantic foundation.

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 Episode Artwork Gaming Industry, Machine Learning, and ChatGPT with Carly Taylor, Machine Learning, at Call of Duty, Activision 31:46