tech
February 11, 2026
Top 10: AI Deployment Platforms
AI Magazine takes a look at the Top 10 AI deployment platforms, featuring the likes of Azure Machine Learning, AWS SageMaker and Databricks Model Serving
TL;DR
- AI deployment platforms are essential for integrating machine learning models into real-world applications at scale.
- They provide critical functionalities such as monitoring, versioning, and automated scaling to ensure reliability and manage model drift.
- The top platforms accelerate AI adoption, support robust MLOps practices, and enable secure and efficient deployment.
- Key players featured include AWS SageMaker, Google Vertex AI, Azure Machine Learning, Databricks Model Serving, and Hugging Face's Inference Endpoints.
- Other notable platforms are BentoML, IBM Watson Machine Learning, Weights & Biases, TensorFlow Serving, and Seldon.
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