Outerbounds

Outerbounds is the managed ML platform built on Metaflow, the open-source ML framework originally created at Netflix. It combines Metaflow's developer-friendly Python API with managed cloud infrastructure, handling compute orchestration, deployment, monitoring, and observability so data scientists and ML engineers can build and ship production AI systems without managing infrastructure themselves. The platform supports AWS, GCP, Azure, and on-premises compute, with built-in workflows for LLM training and inference. Outerbounds targets teams that already value Metaflow's clean data-science-first approach and want to scale from prototype to production without switching frameworks or learning new abstraction layers.