(Supply) Chain Reactions
What happens when AI meets the unforgiving world of ERP and global supply chains? Binny Gill sits down with Jim McCullen, CTO at Century Supply Chain Solutions, to explore how trust, reliability, and scale collide in one of the most complex environments for AI to navigate.
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About this episode
When you think about ERP systems and logistics, you think precision, rigidity, and absolute exactness. When you think about AI, you think probability and creativity. So what happens when the two worlds collide — and you have to introduce AI into a system where “trust” and “reliability” aren’t buzzwords, but the difference between a shipment arriving on time and a global bottleneck?
Jim McCullen brings more than 30 years of supply-chain technology experience to the conversation. He’s the CTO at Century Supply Chain Solutions, the original architect of Century’s proprietary VMS platform, and the author of Control Your Day. Together, Binny and Jim unpack what it actually takes to make AI behave inside a logistics business where every step has to be auditable, every decision has to be defendable, and the cost of an unreliable answer is measured in real-world disruption.
What this episode covers
- Why supply chain and ERP environments are the hardest place to deploy AI — and the most valuable place to get it right
- How Century thinks about “trust” as an engineering requirement, not a marketing word
- Where probabilistic AI fits, and where deterministic execution has to take over
- The chain reactions that follow when you replace brittle bots with governed, AI-driven workflows
- Practical advice for supply chain leaders evaluating AI today
About the guest
Jim McCullen — CTO, Century Supply Chain Solutions
Jim is the Chief Technology Officer at Century Supply Chain Solutions with more than 30 years of industry experience. He developed the first iteration of Century’s proprietary platform, VMS, and is the author of Control Your Day: A New Approach to Email and Time Management using Microsoft Outlook.
Common questions about this episode
What is this episode of The Logic of AI Magic about?
Episode 1 of The Logic of AI Magic, Kognitos's podcast hosted by founder and CEO Binny Gill. Binny sits down with Jim McCullen, CTO at Century Supply Chain Solutions, to explore what happens when AI meets the unforgiving world of ERP and global supply chains.
Who is Jim McCullen?
Jim McCullen is Chief Technology Officer at Century Supply Chain Solutions. Jim McCullen joins Binny Gill, founder and CEO of Kognitos, on episode 1 of The Logic of AI Magic.
What's the main takeaway from this episode?
Why supply chain and ERP environments are the hardest place to deploy AI — and the most valuable place to get it right — plus how Century thinks about "trust" as an engineering requirement, not a marketing word.
Where can I listen to or watch this episode?
You can watch this episode directly on this page or on YouTube at https://www.youtube.com/watch?v=1AYuW3XS-RM, and listen on Spotify at https://open.spotify.com/show/5NmKIJu7iEuMv1pdkMkBVn (search for The Logic of AI Magic).
How does this episode relate to Agentic AI for supply chain?
Episode 1 explores deploying Agentic AI inside ERP and global logistics environments, where trust, reliability, and deterministic execution are non-negotiable. Jim McCullen and Binny Gill discuss the gap between probabilistic AI and the governed agentic automation supply chain operators actually need for booking shipments, posting carrier invoices, and managing real-time disruption.
Why is supply chain a hard place to deploy AI?
Supply chain workflows are tied to real shipments, payments, and contracts, so probabilistic AI alone introduces unacceptable operational and financial risk. Episode 1 covers why agentic AI for supply chain has to combine LLM reasoning with deterministic, auditable execution — and how Century approaches that engineering challenge.