Guide · 5 min read

AI sales observability: the runtime dashboard

AI sales without observability is a black box. Here's the runtime dashboard mature teams operate.

The four panels

  • Prompt trace with retrieval sources
  • Model routing decisions and fallbacks
  • Cost per action, aggregated per agent
  • Drift detection against baseline behavior

Alerting

Alert on latency spikes, cost anomalies, guardrail violations. Never alert on volume — that's noise.

Cost target

Under $0.20 per drafted email at scale. Under $2 per meeting booked. Numbers should trend down, not up.

See CoLive run this workflow live

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