November 25, 2025
November 25, 2025
ISA-95 makes sense for many manufacturers. But the real question is how to implement it effectively without getting overwhelmed by upfront modeling.
Use-case stacking is a practical, phased approach.
Start with one use case, and build up. The effort decreases over time, while the value increases.
Step-by-Step Breakdown:
✅ The first use case requires the most modeling.
✅ For the second use case, you reuse much of the same modeled data.
✅ Each new use case adds incremental data, not full rework.
✅ Over time, you create a central model where multiple domains (e.g., maintenance, inventory, quality) interact.
The result?
You gain deeper insights and operational improvements with less effort over time, because each use case builds on the foundation of the last.
Start small. Pick a valuable use case. Model what’s necessary, and let the next steps build from there.
Kudzai Manditereza is an Industry4.0 technology evangelist and creator of Industry40.tv, an independent media and education platform focused on industrial data and AI for smart manufacturing. He specializes in Industrial AI, IIoT, Unified Namespace, Digital Twins, and Industrial DataOps, helping digital manufacturing leaders implement and scale AI initiatives.
Kudzai hosts the AI in Manufacturing podcast and writes the Smart Factory Playbook newsletter, where he shares practical guidance on building the data backbone that makes industrial AI work in real-world manufacturing environments. He currently serves as Senior Industry Solutions Advocate at HiveMQ.