Most predictive maintenance implementations stopped at anomaly detection, flagging that something seemed wrong without identifying what or when. Boris Scharinger of Siemens, author of Industrial AI: From Pilot to Profit, and Karthikeyan Natarajan of Infinite Uptime…
Somewhere right now, a bearing is failing. The vibration pattern shifted twelve days ago, and nobody noticed. By Thursday, that $800 bearing will trigger a shutdown costing $260,000 per hour (Aberdeen Research, cited in MachineMetrics). In…
Between 80% and 95% of organizations report limited financial value from their AI investments, and only 11% of CFOs have been able to concretely measure return on investment from AI, according to Gartner's 2025 and 2026…