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[...] ### 10. **Amazon SageMaker Model Monitor** [https://aws.amazon.com/sagemaker/model-monitor](https://aws.amazon.com/sagemaker/model-monitor) - Continuous monitoring of ML models - Real-time quality alerts - Integration with CloudWatch for notifications ## **Specialized Monitoring Tools** ### 11. **Aporia** [https://www.aporia.com](https://www.aporia.com) - Real-time ML monitoring - Customizable alerting rules - Model performance dashboards ### 12. **Superwise** [https://www.superwise.ai](https://www.superwise.ai) - Model observability platform - Real-time incident detection - Automated root cause [...]

December 24, 2025

[...] aker Model Monitor** [https://aws.amazon.com/sagemaker/model-monitor](https://aws.amazon.com/sagemaker/model-monitor) - Continuous monitoring of ML models - Real-time quality alerts - Integration with CloudWatch for notifications ## **Specialized Monitoring Tools** ### 11. **Aporia** [https://www.aporia.com](https://www.aporia.com) - Real-time ML monitoring - Customizable alerting rules - Model performance dashboards ### 12. **Superwise** [https://www.superwise.ai](https://www.superwise.ai) - Model observability platform - Real-time incident detection - Automated root cause analysis ### 13. **Ce [...]

December 24, 2025

[...] e, drift, data quality, cost, and user metrics with alerting) - WhyLabs — ML/LLM observability (whylogs) with real-time data quality and drift monitoring + alerts. https://whylabs.ai/ - Arize AI — ML and LLM observability (embeddings, quality, drift) with monitors and alerting. https://arize.com/ - Aporia — Real-time ML monitoring for data drift, performance, bias, and incidents with alerts. https://www.aporia.com/ - Fiddler AI — Model performance/behavior monitoring and explainability with alerting. https://www.fiddler.ai/ - Superwise — Production ML observability and incident workflows with alerts [...]

December 24, 2025

[...] th real-time data quality and drift monitoring + alerts. https://whylabs.ai/ - Arize AI — ML and LLM observability (embeddings, quality, drift) with monitors and alerting. https://arize.com/ - Aporia — Real-time ML monitoring for data drift, performance, bias, and incidents with alerts. https://www.aporia.com/ - Fiddler AI — Model performance/behavior monitoring and explainability with alerting. https://www.fiddler.ai/ - Superwise — Production ML observability and incident workflows with alerts. https://www.superwise.ai/ - Arthur AI — Monitors model performance, drift, and fairness with alerting. ht [...]

December 24, 2025