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Why the Knowledge Model Is the Missing Layer in Your Industrial Data Architecture

October 21, 2026 · 58 min

Show notes

Most manufacturers have more data than they know what to do with, yet none of it speaks the same language or reflects how the factory actually operates. When operational issues arise, teams are often left calling specific individuals who hold critical system relationships entirely in their heads. In this episode, Travis and Tom sit down with Jeff Knepper and Graeme Welton from Flow Software, alongside Ryan Crownover from Vertech, to explore what it takes to build an industrial data architecture that goes beyond basic connectivity and dashboards. They discuss how a true knowledge model maps real-world relationships between assets, processes, people, systems, and events, fundamentally transforming raw operational data into actionable enterprise intelligence.

Guests:

  • Jeff Knepper (Flow Software)

  • Graeme Welton (Flow Software)

  • Ryan Crownover (Vertech)

All episodes of Ignited: Striking Industrial Automation Conversations

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