Customer retention · Root cause analysis

Detect customers becoming disengaged

Customer disengagement is often recognized only after usage has materially declined or a renewal is already at risk.

The record

Telemetry these decisions draw on

  • Login frequency
  • Active-user counts
  • Feature usage
  • Unfinished workflows
  • Error rates
  • Unresolved support cases
  • Administrator inactivity
  • Failed integrations

The questions

What an agent answers

  • Which customers are showing declining engagement?
  • What changed before usage declined?
  • Is disengagement caused by a technical failure, missing capability, or poor adoption?
  • Which accounts are at highest renewal risk?
  • What intervention is most likely to recover the account?
Example agent output
"Engagement declined after the customer's Salesforce integration began failing. Usage is down 38% across its primary team. Resolve the integration and schedule a recovery session."

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