Where These Numbers Come From
Forced outage cost basis: ABB's 2023 "Value of Reliability" survey (Sapio Research, 3,215 industrial maintenance decision-makers globally) found unplanned downtime costs the typical industrial business approximately $125,000 per hour.
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Forced outage rate benchmarks: Coal plants typically run an Equivalent Forced Outage Rate (EFOR) of 10–12%; gas plants 2–5%. These are standard, widely published grid-reliability metrics used by system operators.
Reduction from predictive maintenance: Duke Energy documented a 36% reduction in unplanned outages at fossil-fuel plants after implementing predictive maintenance across its generating fleet.
Detectability of failures: The National Energy Technology Laboratory (NETL), a U.S. Department of Energy national lab, found that more than half of forced outages at thermal power plants stem from equipment failures detectable weeks or months in advance with proper condition monitoring — the core premise this platform is built on.