On paper, Sagemaker does everything, but they don’t do many of those things well. I think Sagemaker is a great product for enterprises who want to maximize the products procured from a single vendor — it’s easy to buy Sagemaker when all of your infra is already on AWS.

It’s fairly painful to productionize a model on Sagemaker — they make you think about a lot of things and fit into AWS primitives. Besides the code for the model, we don’t force users to think about anything. Our focus is helping engineers get models into production, not reading documentation.

Using our tool, you can fork a model and deploy it to production right away — there’s no time spent battling AWS primitives. We’re focused on developer experience above everything else - which means we enforce sandboxes on our platform to be consistent and reproducible.