Fix Your Warehouse Data Before You Invest in AI

In this episode of The Performance Driven Warehouse, host Dan Keto speaks with Dr. Muddassir Ahmed, globally recognized supply chain digitalization expert and founder of SCM Dojo, about why most warehouse AI initiatives fail before they start. Instead of chasing automation hype, they focus on the foundational work required to make AI deliver real ROI: standardized processes, unified data models, and structured system design. The conversation breaks down how fragmented WMS taxonomies, poor data architecture, and overreliance on LLMs create costly inefficiencies. For operators under pressure to adopt AI, this episode offers a practical lens on where to invest first, and how to turn data complexity into a measurable operational advantage.

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In this episode of The Performance Driven Warehouse, host Dan Keto speaks with Dr. Muddassir Ahmed, globally recognized supply chain digitalization expert and founder of SCM Dojo, about why most warehouse AI initiatives fail before they start.

Instead of chasing automation hype, they focus on the foundational work required to make AI deliver real ROI: standardized processes, unified data models, and structured system design. The conversation breaks down how fragmented WMS taxonomies, poor data architecture, and overreliance on LLMs create costly inefficiencies.

For operators under pressure to adopt AI, this episode offers a practical lens on where to invest first, and how to turn data complexity into a measurable operational advantage.

What You’ll Learn

Why most supply chain professionals lack the digital skills needed today
Why standardization must come before any digitalization effort
Why agility, resilience, and cost cannot be optimized at the same time
How LLMs differ from agent-based systems in real operations
How to build role-specific AI agents using structured investigations
How to control AI query costs and prevent runaway expenses
Using a three-lens framework where AI will disrupt supply chains
Why AI is consolidating procurement roles
How Amazon’s model signals the future of logistics operations
Why self-learning AI tools is now a core competency
How to stay competitive in an AI-driven supply chain world

Dr. Muddassir Ahmed is the Founder and CEO of SCMDOJO and a globally recognized expert in supply chain digitalization, strategy, and capability building. With nearly two decades of international leadership experience across organizations such as Bridgestone, Eaton, Doncasters, and Volvo Cars, he has worked across the UK, Europe, the Middle East, and Asia, driving end-to-end supply chain transformation.

He is widely known for his focus on making digital transformation practical, while emphasizing the role of standardized data, structured processes, and measurable ROI in successful AI adoption. Through SCMDOJO, he has built one of the industry’s largest learning platforms, reaching thousands of professionals and organizations with training, tools, and best practices.

Today, he advises companies on how to build supply chain capabilities, implement AI-driven systems, and align digital initiatives with real operational and financial outcomes.