AI Governance in Supply Chain: Rocket Ship, Not a Rulebook | LeAnne Coulter
AI Governance in Supply Chain: Rocket Ship, Not a Rulebook (with LeAnne Coulter)
Episode Summary
Most leaders treat AI governance as a leash. Derek Aranda sits down with LeAnne Coulter, founder of BlueWave Supply Chain and a 30-year veteran of designing solutions for Fortune 500 supply chains, to argue the opposite: governance is the rocket ship, not the rulebook. Drawing on a major outsourcing partnership the two worked from opposite sides of the table, the conversation reframes AI governance in supply chain as shared language, a trust framework, and a design discipline rather than a compliance checklist. LeAnne and Derek dig into why the word "pilot" invites pocket vetoes, why AI adoption is really an exercise in onboarding a new team member, and why the biggest return hides in the 30 to 60 percent of hidden work no job description ever mentions.
🎧 Episode Highlights
Why you don't get to autonomy without governance, and why skipping it gets you chaos instead.
AI as outsourcing: why bringing on an AI teammate demands the same trust-building as any new hire or partner.
Pocket vetoes: why the word "pilot" quietly signals a lack of commitment, and what to say instead.
Whether your governance structures are already archaic, and why decision points designed for 2020 may be the barrier in 2026.
Why AI breaks processes, and why those breaks were human workarounds all along.
The hidden 30 to 60 percent: how a 65-person email chain over a shipping document exposes where the time actually goes.
From roughly 50 percent to over 99 percent: what happened when one company put an agent on carrier visibility, and where the reclaimed capacity went.
The revenue case nobody makes: the customers you cannot serve today because your people are chasing a truck.
🔑 Key Takeaways
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Governance is a design conversation, not a control system. It starts with a shared vision and objectives, then establishes the ways of working that let people, and now AI agents, collaborate with confidence. Treated as guardrails rather than restrictions, governance is what lets organizations move fast without going rogue.
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Language is a governance tool. Words like transformation, integration, and platform mean different things across functions. Getting explicit about shared definitions, and swapping pilot for phase and project for journey, removes the ambiguity that breeds resistance and pocket vetoes.
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The real prize is hidden work, not headcount. Thirty to 60 percent of time in supply chain roles goes to invisible workarounds, like a 65-person email thread untangling a shipping document. One company put an agent on carrier visibility, moved from roughly 50 percent coverage to over 99 percent, and pointed the reclaimed capacity at OTIF work nobody had ever had time for. That is where the dollars are, and it is a different number than a headcount line.
🧭 Frameworks Worth Saving
In the loop, on the loop, out of the loop. The promise sold to executives has been out of the loop: the system decides and the people go away. LeAnne's position is that human in the loop is not a training-wheels phase on the way to that. It becomes the governance structure itself. In the loop means you sit inside the decision. On the loop means you hold oversight of decisions the system makes. Out of the loop is where consistency and institutional knowledge quietly disappear.
The word swaps. Pilot becomes phase. Project becomes journey. Pilot and project both carry an end date and an implied exit, and that exit is exactly what gives a reluctant stakeholder the pocket veto. Phase and journey carry commitment, and they tell people the direction is settled even when the route is not.
💬 Notable Quotes
"There is not a supply chain silver bullet that is going to take care of your problems." LeAnne Coulter
"When I think of pilots... it conveys almost a lack of commitment, because there's an element there that says, 'If I don't like the outcome, I can reserve judgment.'" LeAnne Coulter
"It's a rocket ship that you're putting on the back of your people to go to places that we've never been before." Derek Aranda
"You don't wanna lose that. You wanna take that curiosity and that problem-solving to then start to look at those process breaks that AI brings forward." LeAnne Coulter
👤 About The Guest
LeAnne Coulter is a supply chain executive and technologist with 30 years of experience leading operations, strategy, and digital transformation across Fortune 500 supply chains. Founder of BlueWave Supply Chain, she helps organizations leverage AI and emerging technology to strengthen profitability, agility, and performance. She serves on the Wayne State University Global Supply Chain Management Advisory Board and the FourKites Strategic Advisory Council.
🎙️ About The Host
Derek Aranda spent over two decades as a global executive operating across commercial, supply chain, and digital transformation roles at scale. That span across the full value chain shapes his lens: the decisions, incentives, trust, economics, and governance that determine whether technology actually works inside real supply chains. On Supply ChAInge, he pressure-tests the autonomous future and helps leaders shape the framework to build it on their own terms.
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