Sentiment & Topics
What your audience is saying — and how they feel
Source: real YouTube comments (your channel + competitors), classified offline with a transparent lexicon — no external AI. University YouTube comment volume is naturally low; add more channels (or a paid listening source for X/mentions/reviews) to scale.
Total Mentions
Positive
Neutral
Negative
Sentiment Overview
Net score — · share of positive / neutral / negative
Sentiment Trend
Net sentiment score by month
Topic Intelligence
Top conversation topics — volume, sentiment & engagement
Keyword Frequency
Most-mentioned words (size = frequency, color = sentiment)
Competitor Sentiment Comparison
How positive each brand's audience conversation is (YouTube comments)
AI Insights
Auto-generated from the conversation data