{"_meta":{"schema":"top11-recommend-v1","self":"https://topelevens.com/api/lists/mlops-platforms/recommend","list":"https://topelevens.com/api/lists/mlops-platforms","usage":"Query params: problem (free text), segment (persona/vertical), budget ($, $$, $$$), max_risk (none|low|moderate|elevated, drops firms with higher verified risk), limit (1-11)."},"slug":"mlops-platforms","list_title":"The 11 Best MLOps Platforms (2026)","query":{"problem":null,"segment":null,"budget":null,"max_risk":null},"note":"No problem given, so returning the editorial Top 3.","matched":[{"rank":1,"name":"Databricks (Mosaic AI)","url":"https://www.databricks.com/product/machine-learning","score_out_of_94":9.1,"best_for":"Teams that already run data engineering on the lakehouse and want ML, MLflow, feature store, and serving on the same governed platform as their data.","price_band":"$$$$","solves":["Tool Sprawl","Compute Cost"],"personas":["Lakehouse Teams","Data-and-ML Platform Teams"],"risk_level":"none","risk_summary":"No material public risk signals as of 2026-07-10.","why":"#1 Databricks (Mosaic AI): Best unified data-and-ML platform on the lakehouse.","anchor":"/mlops-platforms#rank-1"},{"rank":2,"name":"Amazon SageMaker","url":"https://aws.amazon.com/sagemaker/","score_out_of_94":8.9,"best_for":"AWS-native teams that want a fully managed lifecycle (Pipelines, Model Registry, endpoints, and Model Monitor) tightly wired to the rest of AWS.","price_band":"$$$","solves":["Slow Deployment","Model Drift"],"personas":["AWS-Native Teams","Managed-Service Buyers"],"risk_level":"none","risk_summary":"No material public risk signals as of 2026-07-10.","why":"#2 Amazon SageMaker: Best managed lifecycle for teams already on AWS.","anchor":"/mlops-platforms#rank-2"},{"rank":3,"name":"Google Vertex AI","url":"https://cloud.google.com/vertex-ai","score_out_of_94":8.7,"best_for":"GCP-native teams that want managed pipelines, a model registry, and first-class access to Google foundation models and TPU training in one console.","price_band":"$$$","solves":[],"personas":[],"risk_level":"none","risk_summary":"No material public risk signals as of 2026-07-10.","why":"#3 Google Vertex AI: Best MLOps-plus-foundation-model stack on Google Cloud.","anchor":"/mlops-platforms#rank-3"}]}