Archive / current issue
Month: August 2026
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8–12 minutes
Continuous Assurance for Predictive Maintenance: Keeping Controls Effective Between Annual Reviews
A practical control framework for monitoring evidence freshness, weakening controls, material changes and owned exceptions between annual predictive-maintenance assessments.
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9–13 minutes
Annual Predictive-Maintenance Maturity Assessment for AI Data Centers: Measure the Operating System, Not the Sensor Count
A practical annual assessment for testing whether predictive-maintenance strategy, evidence, governance, cybersecurity, work execution and verified outcomes remain effective across AI data-center operations.
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6–9 minutes
Scaling Predictive Maintenance Across Multiple Data Centers: Standardize the Control System, Localize the Operating Context
A practical governance model for scaling predictive maintenance across data centers while preserving local baselines, thresholds, safety controls and operating context.
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7–10 minutes
Securing Connected Maintenance Sensors: Cybersecurity Controls for the Predictive-Maintenance Data Path
A practical OT-security framework for protecting connected predictive-maintenance sensors, data flows, vendor access and recovery without weakening operational reliability.
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7–10 minutes
AI Model Validation and Explainability for Predictive Maintenance: Proving the Model Before It Influences MEP Decisions
A practical assurance framework for defining intended use, validating predictive-maintenance models, explaining outputs, controlling drift, and preserving human authority over MEP decisions.
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6–9 minutes
Digital Twins for MEP Condition Monitoring: Turning Live Data into an Operational Decision Model
A practical framework for building synchronized, validated and governed MEP digital twins that improve real predictive-maintenance and operating decisions.
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6–9 minutes
Data Quality and Sensor-Health Management: When Can You Trust a Predictive-Maintenance Alert?
A practical trust-gate framework for checking sensor health, calibration, data quality, timestamps, operating context and corroboration before predictive-maintenance action.
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5–8 minutes
Predictive-Maintenance Governance and RACI: Who Owns the Decision from Alert to Verified Closure
A practical governance model for assigning authority and accountability across predictive-maintenance detection, validation, prioritization, execution, retesting and verified closure.
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5–7 minutes
Measuring Predictive-Maintenance ROI: From Sensor Alerts to Avoided Downtime
A defensible predictive-maintenance business case separates finance-verified realized savings from confidence-adjusted avoided-risk exposure and preserves the evidence chain from detection through retest.
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7–10 minutes
From Pilot to Production: A 90-Day Predictive-Maintenance Implementation Roadmap for AI Data Centers
A predictive-maintenance pilot becomes operational only when asset priorities, baselines, alert rules, work-order routing and verified outcomes follow one accountable 90-day rollout plan.
Data Center Health 