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Analytics and Observability Guide

Measure containment, escalation, latency, and quality to improve conversation outcomes continuously.

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Audience: Operations analysts and product managersRead Time: 10 minUpdated: May 2026

Core KPIs

  • Track containment rate, fallback frequency, handover rate, and first-response latency.
  • Segment metrics by channel, intent, and workflow version for meaningful diagnosis.
  • Pair technical metrics with business outcomes such as bookings or qualified leads.

Trace-driven debugging

  • Use runtime traces to locate exact node transitions causing drop-offs.
  • Compare success and failure traces for the same intent to isolate drift.
  • Prioritize fixes by impact volume and user severity.

Optimization loop

  • Run weekly review of top failing branches and top escalated intents.
  • Create one improvement hypothesis per issue and validate via controlled updates.
  • Track post-change KPI deltas for two full business cycles before finalizing.

Operational Checklist

  • OKKPI dashboard includes technical and business outcomes.
  • OKHigh-volume failure paths are tagged and prioritized.
  • OKWeekly analytics review owners are assigned.
  • OKEach release has pre/post metric comparison notes.

Next Action

Apply this guide in your workspace and keep notes for your team in one shared SOP so onboarding and support remain consistent.

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