Data & Classical Analytics / Monitoring & Diagnostics
Installed-base monitoring and remote diagnostics
LiveCorehigh effect
Core capability
The system continuously monitors equipment and process behavior, helping operators and managers see abnormal situations early and respond before they become failures, quality losses, or downtime.
How it works
The system continuously compares current sensor behavior with normal operating patterns. When it detects a meaningful deviation, it evaluates severity and alerts the team early enough to prevent larger failures, quality losses, or downtime.
Application here
Central monitoring of the installed fleet flags degradation trends and anomalies before they become customer-facing problems.
Business impact
This supports proactive fleet service from a central location and helps teams intervene earlier.
Limitations
It depends on reliable field connectivity and telemetry. Many failure types still require on-site inspection to confirm and resolve.
In production
This is already used in many factories to watch equipment and process behavior around the clock, detect abnormal situations early, and help teams intervene before quality loss or downtime grows.
Research
The next step is systems that do not only flag abnormal behavior, but help explain likely causes, identify the most relevant signals, and suggest what to inspect first.
Examples
GE Vernova APM monitors 74 000+ turbines globally using streaming-data anomaly detection; remote diagnostics spots deviations 10–15 days before failure (GE Vernova product brief). Caterpillar Remote Fleet Vision monitors 1.5 M+ connected machines — .