What is Sentiment Analysis in AI Answers?
Last updated 2026-06-19
Sentiment analysis is the work of judging the tone attached to a mention, whether positive, neutral, or negative. In AI answers, how you are framed can matter more than whether you appear.
Tone is part of the answer
An assistant can mention you as the strong choice, a fine option, or the one with caveats. Each shapes the buyer differently. Tracking sentiment tells you not just that you showed up, but whether the appearance helped or hurt.
What to act on
- Negative framing tied to a fixable, wrong fact
- Skeptical tone where competitors get confidence
- Caveats that come from missing or unclear content
- Shifts in tone over time after a change you made