Definition
What this term means
A numerical measure, typically on a scale from -1 (strongly negative) to +1 (strongly positive), that quantifies how favourably AI systems describe and discuss a brand in their responses. Sentiment scores are calculated by analysing the language AI models use when mentioning your brand, looking at word choice, tone, qualifiers, and whether the model recommends you enthusiastically or with reservations.
Why it matters
The business impact
Even when your brand is mentioned by AI systems, the sentiment of that mention matters enormously. An AI that says 'Brand X is a solid choice' versus 'Brand X has had some issues but might work' creates vastly different user impressions. Monitoring sentiment scores helps identify when AI systems are reflecting outdated negative information, competitor comparisons, or inaccurate perceptions, allowing you to address the underlying causes.
Used in context
How you might use this term
“Sentiment monitoring revealed that while an insurance company appeared in AI recommendations frequently, the language was consistently cautious, with phrases like 'some customers have reported issues with claims processing'. Investigation traced this to a cluster of outdated review content. After a review management campaign, the AI sentiment shifted from 0.3 to 0.7 within two months.”
Related terms
Explore connected concepts
Sentiment Analysis
An NLP technique that evaluates text to determine its emotional tone, classifying it as positive, negative, or neutral, often with granular scoring. AI systems use sentiment analysis to assess the overall perception of brands, products, and topics across web content, reviews, and social media. The aggregated sentiment influences how confidently AI models recommend a brand.
AI Visibility
A measure of how accurately, consistently, and favourably AI systems describe, cite, and recommend a brand when responding to user queries. AI visibility encompasses presence (whether you appear at all), accuracy (whether the information is correct), sentiment (whether the tone is positive), and prominence (whether you are recommended ahead of competitors).
Brand Salience
The degree to which a brand comes to mind, for both humans and AI systems, when thinking about a particular category, need, or problem. In the AI context, brand salience determines whether your brand is the first one mentioned, mentioned alongside competitors, or omitted entirely when an AI assistant responds to a category-relevant query.