Viva Topics supports efficient correction (Guideline 9) by enabling users to switch classification decisions (Pattern 9A). Users can remove topics the AI classified as being associated with them. By asking “Did we get it right?” Viva Topics also makes clear how well the system can do what it can do and helps users understand that the AI system may make mistakes (Guideline 2).