State of Play: MLOps

An annual review of the MLOps market, with answers from the vendors in it.

November 13, 2026

State of Play 2026: MLOps

Google launched Gemini Enterprise Agent Platform around Vertex AI's model services, Weights & Biases moved inside CoreWeave Forge, and MLflow 3 added tracing and evaluation for generative AI. Where the market stands in 2026, and what each kind of platform costs where prices are public.

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Research

Pricing transparency in enterprise software

Which vendors publish their prices, and what that tells a buyer.

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Buyer Guide

MLOps Platforms

Evaluate Databricks (MLflow), SageMaker, Azure ML, Vertex AI, Weights & Biases, Domino, DataRobot, and Comet for the operational layer of AI — with what happens to a model after training, not before, as the deciding criterion.

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Toolkits

Frameworks and templates

Capability models, architecture templates and IT strategy tools to download.

State of Play 2026: Data Catalogs and Metadata Management