Customer retention · Root cause analysis
Provide proactive customer support
Customers frequently experience repeated errors or failed workflows before they open a support case, creating avoidable frustration and support cost.
The record
Telemetry these decisions draw on
- Application errors
- API failures
- Repeated transaction attempts
- Integration health
- User workflow events
- Support history
- Infrastructure and dependency events
The questions
What an agent answers
- Which customers are repeatedly failing at the same task?
- What is the likely cause?
- Can the issue be resolved before a ticket is created?
- What remediation should be communicated?
- Which failures are affecting multiple customers?
"The customer has retried the same transaction nine times. The failure is caused by an expired integration credential. Contact the customer with the exact remediation before a support case is opened."
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Explain customer-impacting failures
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