Notes from the control plane

Engineering and architecture writing from the Kimss team — how to govern, isolate, and audit enterprise AI on Azure AI Foundry without rebuilding the plumbing yourself.

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Architecture • Jun 29, 2026 • 5 min read LinkedIn

Why Your AI App Needs a Control Plane (And Why Raw Azure AI Foundry Isn't Enough)

Integrating the model is the easy part. The real engineering challenge is governance, tenant isolation, and multi-tenant management. We break down four things raw Foundry can't do for a B2B SaaS — token quotas vs. infrastructure telemetry, agent-level RBAC, identity translation, and actionable vs. raw audit logs — and why a Day-1 control plane beats six months of custom plumbing.

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