It changed the way I lead

My AI-Forward Shift

Rising AHT can be a useful warning sign, not a failure, because AI deflects the easy tickets and leaves support handling more complex issues that reveal product friction and churn risk.

Issue Recurrence Rate tracks how often customers contact support multiple times about the same underlying problem, making it a leading indicator of churn and revenue risk that can surface 30–60 days before traditional renewal or usage signals