The best predictive maintenance platforms for manufacturing in 2026 span four layers: real-time data streaming (HiveMQ), asset performance management (Hexagon HxGN EAM), digital twin analytics for heavy assets (Radix APM), and generative AI diagnostics (SAS with…
The industrial manufacturing sector is operating in an era of persistent volatility. To maintain global competitiveness,organizations are increasingly turning to the Artificial Intelligence of Things (AIoT). According to recent research from IDC: "71% use AIoT for predictive maintenance. Predictive…
Considering an Asset Performance Management Initiative? 3 considerations as you map your journey. Unexpected equipment failures can have many impacts to industrial organizations such as production downtime, increased repair costs and enhanced risks to worker safety…
IoT is reshaping asset performance management (APM), with leading suppliers such as GE Digital, Siemens, and AspenTech treating APM as the primary entry point to IIoT adoption. The link between APM and IIoT has driven supplier…