How Databricks Gives 14K Employees Day-1 Access to New Models

Databricks rolled out Day-1 model access to its entire 14K-person workforce using Unity Gateway and UG CLI for config distribution, with four budget tiers per user to cap costs. Model retention decisions come from benchmarks, user feedback, and session-weighted cost tracking — a rare public look at how a large org operationalizes rapid model adoption internally.