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Beyond the API Bill: The Three Dimensions of Real LLM Cost Intelligence
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Why it matters
Most organizations lack visibility into their LLM spending, leading to significant waste when misconfigured agents run unchecked. Proper cost tracking requires simultaneous monitoring across three dimensions—agent identity, model type, and time—enabling middleware-based solutions to prevent costly surprises in your AI infrastructure.
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LLM cost trackingagent monitoringAPI middlewaretoken optimizationbudget visibility