Understand AI Perception
AI platforms don't just mention your brand — they form opinions. They recommend, compare, and sometimes warn against. Sentiment analysis reveals the attitude behind every mention.
Sentiment Breakdown
Sentiment Monitoring Features
Track, analyze, and respond to how AI perceives your brand.
Sentiment Scoring
Every brand mention is analyzed and scored — positive, negative, or neutral — giving you a clear picture of AI perception.
Trend Tracking
Monitor how sentiment changes over time. Catch negative trends early before they impact your brand.
Negative Alerts
Get notified when AI platforms start responding negatively to queries about your brand.
Frequently Asked Questions
What is AI sentiment analysis?
AI sentiment analysis measures the tone and attitude of how AI platforms describe your brand. Vetrics analyzes AI responses to determine if mentions are positive (recommending your brand), negative (criticizing or warning against), or neutral (factual mentions).
Why does AI sentiment matter?
AI platforms influence purchasing decisions. If ChatGPT or Claude describes your brand negatively, it can impact how millions of users perceive you. Monitoring sentiment helps you identify and address reputation issues in AI responses.
How does Vetrics determine sentiment?
Vetrics uses natural language processing to analyze the context and language around your brand mentions. We consider factors like recommendation language, comparative positioning, caveats or warnings, and overall tone.
Can I improve negative AI sentiment?
Yes, but it takes time. AI platforms learn from published content. By improving your online reputation, creating authoritative content, and addressing issues publicly, you can influence how AI models perceive your brand over time.