AI-Enabled Predictive Analytics Reach Standard Tiers
AI-enabled predictive analytics platforms, once reserved for premium reliability programs at large process plants, are reaching standard product tiers as compute costs fall and plants demand automated failure diagnosis rather than raw vibration dashboards. Machine learning models trained on large equipment failure datasets increasingly identify bearing wear, misalignment, and lubrication degradation weeks before failure, a capability traditional threshold-based alarms cannot match. Major monitoring vendors including Emerson and SKF have expanded AI platform capability over the past two years, and plants report AI-enabled tiers now specified on roughly one in three new monitoring deployments.
Market Impact: Adds 22,000 unfilled reliability po








