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Advanced Govern Duration: 25 min

Cost management and governance strategies

Prerequisites: network-topographies-egress-control

Autonomous agents can be expensive: every reasoning step may call an LLM, and volume grows fast. This closing lesson covers the cost drivers of an agent platform and the governance strategies - many of which you already have - to keep spend predictable.

What you will learn

  • The main cost drivers in an agent platform.
  • Governance strategies to bound and attribute cost.
  • How existing Omni Gateway policies double as cost controls.

Cost drivers

  • LLM tokens - usually the largest variable cost; grows with prompt size, retrieved context, and number of reasoning steps.
  • Runtime capacity - replicas and compute for deployed agents (see Track 4).
  • Call volume - A2A and MCP calls fan out as networks grow (visible via the Observe metrics from Track 4).

Governance strategies

  • Bound usage with Rate Limiting and Spike Control policies at the Omni Gateway so runaway loops cannot run up unbounded cost (Included Policies).
  • Attribute cost by tracking A2A/MCP call metrics per agent (Track 4’s Agent Visualizer) so teams own their consumption.
  • Right-size context - the context-optimizer discipline from Track 1: fewer, better tokens cost less and reason better.

Your governance controls are cost controls

The same Rate Limiting and Spike Control policies you applied for security in Track 3 also cap spend. Govern once, benefit twice.

You have built the platform

Across five tracks you moved from AI-native fundamentals to a governed, observable, cost-controlled agent platform - practicing all four MAF capabilities: Discover, Govern, Orchestrate, and Observe.

Where to go next

You can build a governed agent network; the final track proves it keeps working. Continue to Track 6: Testing & Assurance to test agentic systems the right way - layered regression, golden datasets, A2A mocks, the test pyramid, and beyond-regression conformance, graph, auth, and governance suites. Or revisit any track from the home page and explore lessons by capability on the capability view.

References