tech
February 12, 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 connecting AI model development to practical, large-scale applications.
- They offer vital features like monitoring, version control, and auto-scaling to maintain model performance and manage drift.
- The article lists the top 10 platforms, including AWS SageMaker, Google Vertex AI, Azure Machine Learning, and Databricks Model Serving, which enhance MLOps and deployment efficiency.
- Each platform is detailed with its founding year, headquarters, key personnel, and specific strengths in model deployment and management.
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