The 40% Problem in Industrial AI
· Hybrid Manufacturing

The 40% Problem in Industrial AI

IIoT World examines why most industrial AI initiatives stall at roughly 40% of their potential, and what manufacturers who push past that wall do differently with contextual intelligence on the shop floor.Why Many Projects Stall and What Moves Them ForwardEndurance athletes talk about the “40% wall.” It is the point where the body feels spent, […]

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Scaling AI-driven reliability in process manufacturing: culture first, then code
· Process Manufacturing

Scaling AI-driven reliability in process manufacturing: culture first, then code

AI, prescriptive maintenance, and edge analytics are reshaping how process plants run. Yet the gap between a successful pilot and full-scale impact rarely closes on technology alone. The differentiators are culture, operating model, and data foundations.Build versus partner: keep the core, rent the niche Keep in-house: architecture, data governance, cybersecurity, product ownership, and integration with […]

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