How Logistics Veterans Should Be Thinking About AI with David Bell
Episode Transcript

In logistics, artificial intelligence is being pitched as the cure-all solution, but the reality is far messier. David Bell, CEO of Cloneops.ai, pulls back the curtain on what AI can actually do for supply chains, and more importantly, what it can’t do. According to Bell, most companies don’t have the backend infrastructure to support AI in a way that delivers real value.

The Infrastructure Bottleneck

At the heart of the issue is data. Freight brokers, shippers, and manufacturers are sitting on mountains of data—except it’s not clean, structured, or even centralized.

“You need reliable, real-time data flows before you can do anything intelligent with it,” Bell explains. Cloneops.ai was founded specifically to help companies build the operational foundation that AI tools can rely on.

Nearshoring Is Not a Shortcut

Many companies looking to bring operations closer to home are quickly learning that nearshoring creates new problems if they don’t have visibility into Tier 2 and Tier 3 suppliers.

AI can help surface risk and forecast disruptions, but not if the underlying data lacks resolution and speed. Bell emphasizes that AI projects must start with process mapping and systems thinking—not dashboard flash.

What Logistics Teams Should Be Doing Right Now

Rather than chasing flashy generative tools, Bell recommends focusing on:

  • Building robust data pipelines that clean and normalize freight and production data
  • Identifying specific supply chain inefficiencies with measurable ROI
  • Empowering cross-functional teams to own AI projects beyond just IT departments

Cloneops: Infrastructure Before Intelligence

Bell’s company Cloneops is designed to meet the moment: helping mid-market and enterprise businesses lay the groundwork so AI can actually work. “We’re infrastructure-first. Our goal is to make data work harder before we ever apply intelligence layers,” he notes.

AI That Actually Works Starts with Ops That Make Sense

If you’re expecting AI to solve your logistics problems without cleaning up your internal ops first—you’re setting yourself up to fail. Bell’s perspective is a refreshing dose of realism in a sector too often seduced by AI hype.

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About the Author

Blythe Brumleve-Milligan
Blythe Brumleve-Milligan
Creative entrepreneur in freight. Founder of Digital Dispatch and host of Everything is Logistics. Co-Founder at Jax Podcasters Unite. Board member of Transportation Marketing and Sales Association. Freightwaves on-air personality. Annoying Jaguars fan.

To read more about Blythe, check out her full bio here.