It adds emotional context to volume — 1,000 mentions mean something very different if most are angry versus delighted.
AI makes large-scale sentiment analysis practical, though nuance and sarcasm still benefit from human review.
Sentiment analysis
Sentiment analysis classifies social mentions as positive, negative or neutral to gauge how people feel about a brand or topic.