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AI Spend Controls

5 posts · Jul 2026 – Sep 2026

What this trail covers

This post details the integration of Kimi K3 from Moonshot AI into Databricks through the Unity AI Gateway. It highlights how this integration enables users to leverage advanced AI models within the Databricks ecosystem, managed and controlled by the AI Spend Controls capability. This signifies an expansion of the types of AI models and services that can be accessed and governed through the gateway, enhancing the platform's utility for AI development and deployment. Concurrence governs clinical

All Databricks trails
  1. How Concurrence governs clinical AI at a trillion-token scale with Unity GatewayThis post details how Concurrence leverages Databricks' Unity AI Gateway to govern clinical AI at a trillion-token scale. It describes the technical implementation of integrating Moonshot AI's Kimi K3 model, focusing on managing costs, ensuring compliance, and enabling responsible AI usage within a regulated healthcare context. The post highlights the architecture and strategies employed to handle massive token volumes while maintaining control over AI spend and adhering to clinical AI governance requirements.
  2. Kimi K3 from Moonshot AI is now available on Databricks through Unity AI GatewayThis post details the integration of Kimi K3 from Moonshot AI into Databricks via the Unity AI Gateway, expanding the range of AI models accessible and governable through the AI Spend Controls capability. This integration enhances the platform's utility for AI development and deployment by allowing users to leverage advanced AI models within the Databricks ecosystem under managed and controlled conditions.
  3. Introducing AI spend controls with Unity AI GatewayThis post details the integration of Kimi K3 from Moonshot AI into Databricks via the Unity AI Gateway, enhancing AI Spend Controls. It focuses on enabling users to leverage advanced AI models within Databricks, managed and governed by the gateway, expanding the platform's utility for AI development and deployment.