Free ai & machine learning · infrastructure in the Top 11

9 providers in the Top 11 Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026 offer a free tier; the most credible is Databricks (Mosaic AI).

Why this answer

Filtered to entries with a published free tier (not just a free trial). When the pricing page is ambiguous we err conservative — paid-only by default.

Showing all 9 matches. Top 11 publishes whatever the data supports — we don’t pad lists. See the full ranked Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026.

  1. #1Databricks (Mosaic AI)(rank #1 in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026)

    Free tier

    Best unified data-and-ML platform on the lakehouse.

    Full Databricks (Mosaic AI) review · Compare: Databricks (Mosaic AI) vs Amazon SageMaker · Alternatives

  2. #2Amazon SageMaker(rank #2 in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026)

    Free tier

    Best managed lifecycle for teams already on AWS.

    Full Amazon SageMaker review · Alternatives

  3. #3Google Vertex AI(rank #3 in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026)

    Free tier

    Best MLOps-plus-foundation-model stack on Google Cloud.

    Full Google Vertex AI review · Alternatives

  4. #4Azure Machine Learning(rank #4 in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026)

    Free tier

    Best MLOps for Microsoft-governed enterprises.

    Full Azure Machine Learning review · Alternatives

  5. #5Weights & Biases(rank #5 in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026)

    Free tier

    Deepest experiment tracking and evaluation of the field.

    Full Weights & Biases review · Alternatives

  6. #6Dataiku(rank #6 in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026)

    Free tier

    Best code-plus-no-code platform for mixed teams.

    Full Dataiku review · Alternatives

  7. #7ClearML(rank #9 in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026)

    Free tier

    Best open-source stack you can fully self-host.

    Full ClearML review · Alternatives

  8. #8Comet(rank #10 in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026)

    Free tier

    Best tracking plus native LLM and prompt evaluation.

    Full Comet review · Alternatives

  9. #9ZenML(rank #11 in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026)

    Free tier

    Best neutral layer to unify tools you already run.

    Full ZenML review · Alternatives

Methodology: /methodology · No paid placement ever · Verified .