--- title: "AI Engineering Needs Platform Controls" url: https://daily.dev/posts/ai-engineering-needs-platform-controls-fbx2tn6vi source_url: https://thomasthornton.cloud/ai-engineering-needs-platform-controls type: article source: "Thomas Thornton" published: 2026-06-23T12:35:13.620Z updated: 2026-06-23T20:20:30.620Z tags: ["github", "azure", "observability", "platform-engineering", "ai-governance"] reading_time: 12 upvotes: 3 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # AI Engineering Needs Platform Controls **[Thomas Thornton](https://daily.dev/sources/thomasthornton)** · 12 min read · 3 upvotes · 0 comments ## Summary As AI-assisted engineering matures, platform teams need the same controls that make cloud platforms reliable: cost visibility, ownership, sensible defaults, observability, governance, and evaluation loops. Token usage should be treated like CPU or memory — a consumption signal requiring context, not a value proxy. Azure API Management's GenAI gateway capabilities (token rate limits, quota policies, telemetry) provide a shared control point for model consumption. GitHub Copilot usage metrics and team-level reporting help attribute spend. Workload-owned AI resources should be deployed via approved Terraform modules with networking, diagnostics, and tagging baked in. MCP servers and agent skills need explicit ownership and permission models. Governance should work through paved roads — repeatable workflows with evaluation loops — rather than policy documents that teams route around. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [How to manage AI investments in the agentic era](https://daily.dev/posts/how-to-manage-ai-investments-in-the-agentic-era-o7vy4uomc) · OpenAI · 0 upvotes · 0 comments - [Azure API Management Adds Dedicated AI Gateway Tier, Governing Models and MCP Tools](https://daily.dev/posts/azure-api-management-adds-dedicated-ai-gateway-tier-governing-models-and-mcp-tools-cx4kwhecw) · InfoQ · 1 upvotes · 0 comments - [API Gateways, AI Gateways, and MCP Gateways: Are Enterprises About to Pay Twice Again?](https://daily.dev/posts/api-gateways-ai-gateways-and-mcp-gateways-are-enterprises-about-to-pay-twice-again--vg8t9rdi1) · Nordic APIs · 0 upvotes · 0 comments --- Tags: [#github](https://daily.dev/tags/github), [#azure](https://daily.dev/tags/azure), [#observability](https://daily.dev/tags/observability), [#platform-engineering](https://daily.dev/tags/platform-engineering), [#ai-governance](https://daily.dev/tags/ai-governance) [View this post on daily.dev](https://daily.dev/posts/ai-engineering-needs-platform-controls-fbx2tn6vi)