Where AI Is Actually Working, with James Barnes

AI is moving faster than anyone can report on it. In the first episode of Cleared for Takeoff, Ben Tosado sits down with James Barnes, Deep Blue Cloud's VP of Operations, on where AI is solving real problems right now: aviation, manufacturing, and distribution. The inner workings of applied AI and the real challenges to overcome. 

In this episode

  • 00:51  Jon’s path into software and aviation: Boeing, the aftermarket, and the pull back to parts 
  • 04:03  The problem: why parts procurement stayed manual and fragmented 
  • 06:35  Why nobody solved it, and the Amazon effect aviation never got 
  • 10:52  The pivot: from a marketplace to an agentic platform 
  • 20:07  Building AI with AI: the first session in Claude Code 
  • 24:22  Inside the sourcing agent: the data lake, confidence scores, and humans in the loop 
  • 33:51  The AI foundry: small teams, high output, governance kept human 

Key Takeaways

  • Procurement was underserved, not unsolvable. Maintenance tools and mechanic-facing systems drew the attention and the budget. Buying parts was assumed to sort itself out, and the inefficiency compounded for twenty years. 
  • Fragmentation is the obstacle, not the technology. A vendor network that runs from global OEMs down to small shops holding the one part a fleet still needs is the reason aviation never got its Amazon effect. 
  • The pivot cost almost nothing already built. The workflow automation and ERP integration came first and became the foundation the agents run on. The agentic layer sits on top of work that was required either way. 
  • Confidence scoring is what makes automation safe to trust. The sourcing agent returns a recommendation with an honest confidence level. Humans stay in the loop, their overrides feed the training data, and automation earns its way to a threshold rather than being imposed. 
  • Building AI with AI changes team shape, not judgment. A foundry runs on small, experienced teams and AI-assisted development. People still decide what to build, verify what gets built, and keep governance at the human level. 

About the guest

James Barnes is VP of Operations at Deep Blue Cloud, where he owns client delivery from initial scoping through post-delivery adoption. He came to cloud and AI through a bottom-up IT career, rising from audiovisual and video conferencing work to enterprise architect roles in highly regulated government environments before moving into commercial cloud. He joined Deep Blue Cloud in an advisory role in 2023 and came on full time to lead operations.

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