4. How can I measure the ROI of AI reputation management?

**ROI measurement** in the AI era focuses on metrics such as Brand Inclusion Rate (frequency of appearance in relevant AI queries), Sentiment Accuracy (the ratio of positive vs. negative statements generated), and the volume of highly qualified downstream traffic originating from AI platform citations.