An AI agent can finish a task and still violate the rules that matter most. In supply chain, that gap can affect cost limits, approved suppliers, compliance requirements, safety protocols, and escalation paths.
In this episode of Supply Chain Now, Scott W. Luton speaks with Vin Vashishta, CEO and AI strategist at V-Squared, about intent contracts, audit trails, workflow reorchestration, tokenomics, semantic layers, and evidence-based AI strategy.
Vin explains how to evaluate AI by the value it creates, budget for recurring usage costs, work with imperfect information, and require consultants to connect every recommendation to evidence, risk, mitigation, and business-specific ROI.
Jump into the conversation:
(05:38) Intent contracts and their role in AI agent management
(08:38) The need for AI audit trails in supply chain
(11:10) CIO considerations for managing AI demand at scale
(14:21) Gaps in workflow reorchestration and value quantification
(17:00) Lessons from the semantic layer meme on imperfect data
(19:36) The outcomes an AI strategy should deliver for a specific business
(25:03) AI training programs generating the strongest market response
(26:49) Ways to follow Vin and learn more
Additional Links & Resources:
Connect with Vin: https://www.linkedin.com/in/vineetvashishta/
Learn more about V-Squared: https://vsquaredai.com/
Vin’s LinkedIn Post about Managing AI Agents: https://bit.ly/Managing-AI-Agents
The cost of intelligence: How CIOs can manage AI demand at scale: https://mck.co/3TUD3mz
Vin’s LinkedIn Post about the Cost of Intelligence: https://bit.ly/Vin-on-CIO-Managing-AI
Vin’s LinkedIn Post on The Semantic Layers: https://bit.ly/Vin-on-Semantic-Layers
Vin’s LinkedIn Post on AI Strategy: https://bit.ly/Vin-on-AI-Strategy-2026
Vin’s Training & Certification Classes: https://datascience.vin/
Learn more about our hosts: https://supplychainnow.com/about
Learn more about Supply Chain Now: https://supplychainnow.com
Watch and listen to more Supply Chain Now episodes here: https://supplychainnow.com/program/supply-chain-now
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WEBINAR- SAP AI Inside the Supply Chain: From Silo to Orchestration: https://bit.ly/4bvpz6K
WEBINAR- Operational AI in the Supply Chain: How context empowers agents and humans to operate side by side: https://bit.ly/4x7Vd2Z
WEBINAR- You Can't Manage What You Can't See: Using Visibility, KPIs, and AI to Optimize Logistics Operations: https://bit.ly/4ql6iem
Gartner Announces 2026 Rankings of the Global Supply Chain Top 25: https://www.gartner.com/en/newsroom/press-releases/2026-06-17-gartner-announces-2026-rankings-of-the-global-supply-chain-top-25This episode was hosted by Scott Luton and produced by Trisha Cordes, Joshua Miranda, and Amanda Luton. For additional information, please visit our dedicated show page at: https://supplychainnow.com/ai-agents-semantic-layers-cio-leadership-1629
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