Tokenomics at scale: How Jamf built real-time spend enforcement for Amazon Bedrock

Generative AI spend behaves unlike any cost line before it. Traditional compute scales with provisioned capacity. AI spend scales with behavior: a single engineer running an agentic coding loop against a premium model can burn more tokens in a few hours than a team does in a week. This is the tokenomics problem: usage is invisible until the bill...