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Databricks gives 14,000 employees instant access to new AI models

Databricks now provides its 14,000 employees immediate, company-wide access to new frontier AI models as soon as they drop. The rollout happens through Databricks' internal Unity Gateway, which manages deployment, budgets, and usage tracking. After initial experimental access, Databricks assesses performance and costs, then decides whether to move models into full production. This approach caught teething issues in models like Opus 5.0 and helped avoid cost spikes from models like GPT Astra.

Why it mattersInstant but controlled access to emerging AI models can speed adoption, but also brings risk—like higher costs or lower performance if a model under-delivers. Databricks' process offers lessons for any company integrating fresh AI into daily workflows.

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DatabricksPrimaryHow Databricks rolls out frontier models to 14,000 employees on Day 18:11 PM →

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