Narrative: Condition Monitoring

Sentiment: Predictive Maintenance Maturation

Analysis Date: Jul 26, 2026

The condition monitoring market is maturing, driven by increasing adoption of predictive maintenance in infrastructure asset management and aerospace, evidenced by Gastops' 20,000th sensor delivery. New open-source toolkits like `mcift` further support research and development in deterministic anomaly detection.

["Deterministic multichannel anomaly-detection and condition-monitoring research toolkit" "Gastops Delivers 20 000th MetalSCAN\u00ae Sensor to the Aerospace Market" "intelligent condition monitoring and predictive maintenance solutions" "adoption of predictive maintenance" "strategic asset management"]