Amazon Lookout for Equipment is an ML industrial equipment monitoring service that detects abnormal equipment behavior so you can act and avoid unplanned downtime. Lookout for Equipment uses your unique ML model(s) and in real-time helps accurately identify early warning signs that could lead to machine failures. This helps you detect equipment abnormalities with speed and precision, quickly diagnose issues, and take action to reduce expensive downtime.