A cheap interaction can be an expensive failure. The contact center’s favorite metric stops counting precisely where the customer relationship starts to matter.
Your CX metrics are not soft; they are simply untranslated. Here is the receipt-ready model that turns cost per contact, repeat rate, handle time, first-contact resolution and retention into a number finance can test.
Aberdeen’s two-group study found that contact centers using AI capabilities improved customer satisfaction, first-contact resolution, agent productivity and service costs far faster than non-users. The biggest gap wasn’t subtle: an 11.5x advantage in annual cost improvement.

Alvaria and UJET can both report the contact center basics. The meaningful choice is whether leaders need deeper workforce control or a clearer line from each conversation to customer and business outcomes.