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Exploring AI Observability – Part 6: Metrics

meshIQ October 13, 2026

Why latency and uptime no longer answer the key question for AI, and how experts measure quality, authorization, and cost per business outcome.

MeshIQ APMdigest graphic titled “Exploring AI Observability, Part 6: Metrics,” with blue geometric line patterns on a black background; clean, professional tone.

APMdigest’s AI Observability series examines which metrics matter most for AI systems. Greg DeaKyne of meshIQ explains why agent data must correlate with live operational state, including queue depth, consumer lag, and transaction acknowledgments, to measure whether agents complete real business outcomes.

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