Churn Risk
Churn Risk estimates the likelihood that the customer may churn (cancel, switch providers, reduce usage) based on the conversation content.
Recommended representation
- Dropdown: Low / Medium / High / Unknown
- Optional supporting fields:
- Churn Risk Reason (text)
- Evidence snippets (text)
Configuration overview (tenant view)
- Create/verify Custom Field(s)
- Churn Risk (dropdown)
- Optional: Churn Risk Reason (text)
- Enable the prebuilt Churn Risk AI Task (or create a tenant task).
- Configure filters:
- focus on retention-sensitive conversations (support cancellations, billing disputes)
- Test and calibrate with stakeholders.
Prompt recommendations
- Define what signals “High” vs “Medium” vs “Low”
- explicit cancellation intent
- competitor mention
- repeated unresolved issues
- strong negative sentiment + unresolved outcome
- Require “Unknown” when insufficient evidence
- Require explanation referencing transcript evidence
Example JSON format
{
"churn_risk": { "value": "High", "explanation": "Customer threatened to cancel due to repeated billing issues." },
"churn_risk_reason": { "value": "Billing issues and cancellation intent", "explanation": "Customer said they will cancel if billing is not fixed." }
}
Common use cases
- Supervisor triage: Review high-risk conversations for immediate follow-up
- Retention team workflow: Route high-risk customers to retention specialists
- Executive dashboards: Track churn risk trends as a leading indicator
Figure: Churn Risk dashboard showing distribution and trend.
