Databricks launches Unity AI Gateway with hard spend caps for agents
At its Data + AI Summit, Databricks introduced Unity AI Gateway, a control-plane layer that automatically halts AI agents the moment they exceed a budget threshold. Over a quadrillion tokens have already passed through the gateway, which also offers cost attribution, unified observability and prompt-injection protection.
- Hard spend caps (GA since Aug 4, 2026) block requests at user, workspace, use-case or org level
- Cost attribution and unified observability cover Databricks, OpenAI, Anthropic and Gemini models
- Smart Routing (beta) sends requests to the most cost-appropriate model
- More than a quadrillion tokens have already moved through the Gateway
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