AI Tech Stack: ML Platforms & Data Science Landscape 2026
A live map of the ML platforms and data science tooling teams use to build, train and manage models. Compiled by VenorTech (landscape dated 20 October 2026) and organized into VenorTech's own categories, in the order they list them: 86 companies across 7 categories. Source: https://landscapes.venortech.com/ml-platforms-data-science/
MLOps & ML Lifecycle Platforms
Automaton AI bauplan Braintoy Continual Datatron Deeploy Hugging Face Iguazio Lightning AI Mage Mainly.ai Modelbit Neptune.ai Outerbounds Pachyderm Picsellia Polyaxon Qwak Radicalbit TurboML UbiOps Valohai Verta Viorant Wallaroo Weights and Biases ZenML
AutoML & Predictive Analytics
Accern Altair Artelnics BigML Datategy Fundamental Graphite Note KNIME Kortical Megaputer Minitab MLJar Pecan AI Tazi AI TrueState TurinTech
Enterprise ML & Data Science Platforms
AIble Alibaba Cloud Alteryx Anaconda Datarobot Domino Data Labs H2o.ai iTuring Mathworks MLReef MoBagel RocketML SAS Sparkflows
Data Science Notebooks & Collaborative Analytics
Cocalc Count Deepnote HEX Ludis Analytics Nextjournal Observable Plotly Posit Project Pro Zerve AI
Feature Stores & ML Data Infrastructure
Chalk Dotdata Feast FeatureByte Featureform Hopsworks keewano Tecton Zipline
Hyperscaler / SaaS Giant
Amazon Web Services Google IBM Microsoft Oracle
Tabular & Structured-Data ML
Kumo Neuralk PolyML PriorLabs
Dealroom.co