AI Sentiment

AI sentiment is the tone, framing, and perceived favorability with which AI search engines describe a brand in their generated responses. Positive AI sentiment means the AI describes your brand with favorable language — "leading," "trusted," "recommended" — while negative sentiment includes qualifiers like "controversial," "limited," or "less popular."

Impact on User Behavior

AI sentiment directly impacts user behavior. A user who reads "Brand X is widely considered the best option for small teams" has a fundamentally different impression than one who reads "Brand X is one of several options, though some users report issues with reliability."

Monitoring and Measuring Sentiment

Monitoring AI sentiment requires analyzing the language AI engines use when they mention your brand. This goes beyond simple mention tracking to evaluate the qualitative aspects of each mention. Key dimensions include: overall favorability, specific attributes mentioned, comparison framing (are you positioned above or below competitors?), and consistency across platforms.

Influencing AI Sentiment

Influencing AI sentiment involves improving the signals that AI systems draw from: customer reviews, press coverage, comparison sites, and your own content's tone and claims.