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Kumo AI Documentation

Build and deploy best in class predictive AI models through simple declarative queries, all directly on your raw enterprise data. No training set generation, feature engineering/experimentation, or ML pipelines needed.

Getting started

Write Your First Predictive Query
Connect to your data, register your schema, and start training your first model in 15 minutes. Get started...
 
Learn by Example
Check out some real-world, anonymized Predictive Queries that were deployed in a variety of industries, ranging from personalization to commerce to finance. Learn more...

Explore

New to Kumo

Why Kumo should power your next machine learning project.

 
For Data Analysts

Get instantly productive with our out-of-the-box, end-to-end tooling

 
For Machine Learning Engineers

Get the absolute best performance from your models in production.

Under the Hood

Powered by Graph Neural Nets
Predictive Queries are compiled down to GNN model architectures that are specifically tailored to your database schema. See how this works...
 
Distributed Training Engine
Kumo engineering has built the worlds first GNN training system for tabular data that can efficiently scale to 50 billion data points. Check out the system architecture...