Standalone AutoML Platforms

Retired

No longer on the radar

We removed this entry in the September 2026 release. Retiring is not a recommendation against it — it means the radar no longer needs a separate opinion here. The write-up below is kept as it was last published and is no longer maintained.

This decision is now covered by:

Overview

Standalone AutoML platforms that promise one-click model selection without integration into your feature store, observability, and governance stack rarely survive contact with production ML (Vertex AutoML).

Hold except for bounded tabular forecasting or classification with clear retirement criteria. Prefer explicit pipelines you can test and audit.

Sources