Servitization, the shift from selling equipment to delivering ongoing outcomes, is redefining manufacturing competition. Service contracts can deliver margins of 25% or more, compared to roughly 10% on new equipment sales. According to McKinsey, OEMs with…
Time-series data is manufacturing's most underused asset. Every machine produces continuous signals: vibration signatures, torque readings, and temperature curves. These signals can reveal what will happen, including what happened. Yet most plants aggregate this data into…
In the age of digital transformation, data is more than a byproduct—it's a powerful asset. But most manufacturers are sitting on untapped potential. This white paper from Critical Manufacturing explores how modern data platforms, combined with MES systems,…
The factory of the future is not being built from the cloud down; it is being rebuilt from the edge up. In this article, IIoT World explores how modern edge data architectures are fundamentally changing manufacturing…