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ARTICLE27

The AI Industry Is Measuring the Wrong Thing. Here Are the 6 Metrics That Actually Matter.

DEV.to AIΒ·April 24, 2026

The current state of LLM observability tools is flawed, focusing solely on input metrics like requests and costs without measuring actual output or return on investment. This deficiency leads AI product teams to make expensive architectural decisions and struggle to identify which customers or agents are driving budget spikes.

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