CPAI Editorial

Industrial AI

Research, field notes, and practical guidance from the CPAI community.

15 articles

Reliability lead in a hairnet and safety glasses studies a pump trend screen showing subtle drift in a food plant control room while the alarm panel stays green
Industrial AI 26 min read

AI That Finds Production Problems Without Manual Alarm Rules

AI anomaly detection in manufacturing uses historical production and sensor data to learn normal operating patterns and identify unusual changes, even when individual measurements remain within their alarm limits. Instead of programming a rule for every possible fault, plants can monitor relationships between signals. The challenge is turning those findings into useful warnings without creating more nuisance alarms.

by CPAI Editorial Team