Dec 26, 2025 — 10 min — Platform & AI
Vertex AI Makes More Sense as an MLOps Map
A Vertex AI architecture map for teams that need to decide which Google Cloud AI services belong in the ML lifecycle, where ownership changes hands, and which older assumptions are now unsafe.
Outcome: Gave teams an operating contract for using Vertex AI across data, features, training, deployment, monitoring, and generative AI without confusing a product menu for a production ML system.