Presence is not always good. An AI can cite your brand while recommending against it. Sentiment analysis over AI-generated answers catches negative drift early — a spike of 'some users report sizing issues' in ChatGPT responses is a policy, content, or product problem.
Sentiment is noisy per-query and stable in aggregate. Watch the weekly rolling average, not the daily delta.