Our analysis of 225 churned customers based on Structured vs. Unstructured Data
78.7% of customers who cancelled their subscriptions showed no warning signs in structured database metrics (they still logged in and spent normally). However, AI sentiment analysis of their unstructured support tickets caught 100% of them days in advance.