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ARTICLE27

Voice AI metrics no one writes about but every production team tracks

DEV.to AIΒ·May 20, 2026

This article highlights the critical importance of end-to-end latency in voice AI systems, noting that delays beyond a quarter-second severely degrade user experience. It proposes a comprehensive method for tracking latency from microphone driver to TTS engine, accounting for network jitter and I/O overhead beyond just model inference time.

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