I started out as a control systems engineer, working in plants where everything important happened in one place. There was just one site, one control room, and one process to watch. You could stand right in…
Manufacturing competition used to center on the mechanical speed of production lines and the efficiency of output. The advantage now belongs to organizations that react to data faster, catching a quality drift, a mechanical failure signal,…
In manufacturing, the window between a small deviation and a costly event can be measured in seconds. A vibration pattern shifts, a batch parameter drifts, a temperature moves outside its normal band. The data exists, but…
The industrial sector is flooded with claims about fully autonomous operations, but for manufacturing executives, separating marketing from operational reality is critical. Despite the billions projected for artificial intelligence this year, the factory floor remains a…
Predictive maintenance (PdM) delivers measurable returns, but building a credible ROI case requires more than vendor estimates. IIoT World created this executive guide to help plant leaders, operations directors, and CFOs quantify the financial impact of…
Software-defined automation moves control logic from dedicated PLCs onto industrial PCs and standard server hardware, while the physical equipment, inputs/outputs, drives, and motors, stays on the shop floor. Engineering changes too, from predefined toolchains with fixed…
One Avanade client, a global snack food brand, used AI agents to cut inventory by 20%. Another, an electronics manufacturer, recovered $35 million in a year in lost fees. At Hannover Messe 2026, Avanade presented two…
If the 2026 mandate for manufacturers is the synchronization of physical goods, digital data, and human intelligence, the immediate challenge is execution. While the vision of "Liquid Computing" sets the stage, the transition to a zero-defect floor…
A Gatorade bottling line at a FIFA World Cup stadium, producing on site instead of shipping from a central plant, with flavors adjusted by region and Doctor Pepper for the Texas crowd. In this IIoT World…
There certainly is no shortage of interest in applying AI to distributed energy operations. Battery storage operators want predictive analytics at the cell level. Renewable fleet managers want optimization recommendations across hundreds of sites. Grid operators…
Most factory data architectures today serve between 10 and 50 consuming systems. Agentic AI will push that number into the thousands, a 100x increase in edge-based data consumers. The ISA-95 layer-by-layer model was not designed for…
You installed the sensors. You bought the AI license. You hired the data scientist. Yet your million-dollar pilot is stuck, delivering quirky answers that no one on the floor dares to trust. The problem isn't your…