Consumers "should be mad" but Wells Fargo is "committed to fixing" the problems of its sales scandal, Chief Financial Officer John Shrewsberry said Friday.

Customers who have suffered from the scandal "should be mad. We absolutely had something in our system that was broken, and we're committed to fixing it," he said on CNBC's "Closing Bell."