An enterprise-grade platform for the end-to-end ML lifecycle. Known for its powerful drag-and-drop 'Designer' and deep integration with the Azure ecosystem, but can become costly due to compute resource charges and has a steep learning curve.

A high-end unified AI platform by Google Cloud. While it offers industry-leading AutoML and Gemini integration, its pricing is complex and can scale rapidly, making it restrictive for startups and independent developers.