# Native anomaly detection features
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The AWS IoT SiteWise platform offers a range of powerful features that can transform your industrial operations:
+ **Predictive maintenance**: Detect failures early, and integrates with work order systems to act on insights.
+ **Tight integration with AWS IoT SiteWise**: Leverage the tight integration into your existing infrastructure, eliminating the need to move your data to an external service.
+ **Automatic model selection and training**: Benefit from this support from AWS IoT SiteWise, without requiring any machine learning expertise.
+ **Customize your inference scheduling**: Schedule inference jobs to align with your operational needs and shift timings.
+ **Labeled data**: Improve accuracy with known failure intervals during model training.
+ **Model evaluation with pointwise diagnostics**: Evaluate model performance at the event level.
+ **Scalable across assets**: Create computation models for individual assets or across multiple assets to achieve scalability.
+ **Sensor-level insights**: Gain detailed diagnostics that identify the specific sensor(s) contributing to an anomaly.
+ **Faster time to value**: Move from sensor modeling to anomaly detection in a matter of hours, not weeks.