Snowflake

Snowflake provides a managed platform for enterprise data and AI workloads. It brings data processing, analytics, application development and model use into a shared environment across cloud providers.

Its platform includes governance through Horizon Catalog and observability tools for applications and AI systems. Teams can inspect execution traces and evaluate generated outputs alongside the data and permissions those systems use.

In August 2026, Snowflake announced dynamic model routing, extending its effort to help customers manage the economics of AI workloads. The announcement places model selection within the platform’s cost and performance concerns.