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Azure Kubernetes Application Network for secure, zero-trust connectivity between AKS workloads and clusters.

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Control AI spend with per-application token rate limiting using Application Network and agentgateway

· 5 min read
Mitch Connors
Principal Product Manager for the Azure Kubernetes Service
John Howard
Senior Architect at Solo.io
Zhewei Hu
Senior Software Engineer at Microsoft

As organizations scale AI adoption, platform teams must balance two competing goals:

  • Enable broad, low-friction access to AI services
  • Prevent a single application from exhausting shared quotas

This article describes a platform-oriented approach to controlling AI spend using Azure Kubernetes Application Network (AppNet) and agentgateway. By leveraging workload identity already present in the network, you can enforce per-application, token-based rate limiting without issuing API keys to every application.

By adopting this platform-oriented approach, you gain centralized control over AI spending, eliminate secrets distribution, and improve operational efficiency.