The pricing complaint documented this week is analytically distinct from generic enterprise frustration with AI costs. Usage-based billing for agentic tasks was designed to align vendor incentives with customer outcomes — you pay for what the agent accomplishes. The retry-loop problem exposes how GitHub Copilot's shift to usage-based pricing creates a misalignment the original model was supposed to prevent. An agent that fails ten times and never succeeds bills ten events with no deliverable. Microsoft has not issued guidance on how retry failures are classified in billing — which means the category of "billable failure" currently has no ceiling and no refund path that customers have publicly identified.
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