A temperature reading with a timestamp does not tell you whether it is Fahrenheit or centigrade, which factory generated it, which production line, or which asset. Without that context, the data cannot drive a decision. At…
Most factories are sitting on a goldmine of machine data that never reaches the people who need it, because the middleware stack between the PLC and the dashboard takes a full quarter to configure. In this…
According to recent 2026 outlook data from the Association for Advancing Automation (A3) and ITR Economics, the adoption of AI Vision is a strategic geographical decision. As "reshoring" evolves from a buzzword into a corporate mandate, manufacturers are pivoting…
In 2026, the industrial sector has reached a critical turning point where "High Tech" meets "High Touch." According to the latest member survey from the Association for Advancing Automation (A3), 41% of manufacturers are prioritizing AI Vision systems in their 2026…
In the fast-paced world of industrial automation, manufacturers face a brutal dilemma. On one hand, the market moves at breakneck speed, demanding agility and new digital capabilities. On the other hand, plants are filled with assets…
In this IIoT World interview, industry experts examine how AI orchestration solves the process drift challenge that stalls most industrial AI deployments, moving beyond data drift to address the real-world complexity of chemical plants, refineries, and…
IIoT World covered ARC Forum Orlando 2026 and identified five industrial AI trends defining the divide between manufacturers scaling AI and those still in proof-of-concept. Executive Summary: The Industrial AI State of Play 2026 The ARC Industry…
The definition of autonomy in manufacturing is shifting from a conceptual goal to a practical requirement. According to Axel Lorenz, CEO of Process Automation at Siemens AG, autonomous production allows facilities to maintain consistent output despite…
Factory optimization often underdelivers because it assumes a level of operational stability that rarely exists in practice. Modern manufacturing environments change continuously across product mix, labor availability, equipment behavior, and process configuration. Optimization approaches, however, remain…
Shown publicly for the first time at CES, the eXplore Tour is a mobile industrial environment built to answer a question most leaders ask before approving change: “Can I see this work before it touches my…
For decades, industrial economics was simple. Hardware was expensive. Downtime was expensive. Skilled people were expensive. Decisions, by comparison, were cheap — meetings were free, delays were tolerated, and judgment scaled through hierarchy. That balance is…
As industrial enterprises accelerate their adoption of AI, automation, and sustainability mandates, a new leadership role is emerging to align technology investments with organizational mission: the Chief Purpose Officer. In this IIoT World guide, we explore…