Why retail CX leaders are scaling beyond traditional metrics

Retail is under pressure to move faster while protecting margins and customer retention. 

Traditional metrics measure activity, not outcomes. Even though the number of tickets closed has increased and speed has improved, the actual issue may not be resolved. 

In an AI-driven service model, resolution is the metric that matters. It shows whether customer intent was met and whether AI is truly absorbing work – or just shifting it.