What is AI Sentiment Analysis?
AI sentiment analysis for brands measures how AI systems like ChatGPT and Perplexity discuss your company—whether mentions are positive, negative, or neutral. It reveals not just if you're mentioned, but how you're perceived.
Why AI Sentiment Matters
When users ask AI about your brand or category, the sentiment of AI responses directly impacts:
- Purchase decisions: Negative AI responses can deter potential customers
- Brand reputation: AI shapes perception for millions of users
- Competitive position: AI may favor competitors in recommendations
- Trust signals: How AI describes you affects perceived credibility
Types of AI Sentiment
Positive Sentiment
AI describes your brand favorably:
"[Brand] is a leading provider known for excellent customer service and innovative products..."
Neutral Sentiment
AI describes your brand factually without judgment:
"[Brand] is a company that provides [service] since [year]..."
Negative Sentiment
AI expresses concerns or criticism:
"[Brand] has faced criticism for [issue] and some users report problems with..."
How to Monitor AI Sentiment
Manual Sentiment Checking
Query AI platforms with sentiment-revealing prompts:
- "What do people think of [Brand]?"
- "Is [Brand] reliable?"
- "What are the pros and cons of [Brand]?"
- "Would you recommend [Brand]?"
- "[Brand] vs [Competitor] - which is better?"
Automated Sentiment Tracking
For scale and consistency, use dedicated AI monitoring tools:
Evertune AI - Enterprise AI Brand Defense
The most comprehensive AI visibility platform with proprietary AI Brand Score, Word Association Mapping, and coverage across 6 AI platforms including ChatGPT, Claude, Gemini, and Perplexity.
Improving AI Sentiment
If AI sentiment about your brand is negative or neutral, here's how to improve it:
AI Sentiment Metrics to Track
| Metric | Description | Target |
|---|---|---|
| Sentiment Ratio | % positive vs negative mentions | >80% positive |
| Recommendation Rate | How often AI recommends you | Top 3 in category |
| Competitor Comparison | Sentiment vs. competitors | Higher than main competitors |
| Issue Mentions | Frequency of problem references | Decreasing trend |
Frequently Asked Questions
How do I check AI sentiment about my brand?
You can manually query AI platforms with sentiment-revealing questions, or use tools like Evertune AI that automatically analyze sentiment across multiple AI platforms and provide quantified sentiment scores.
Can I change how AI talks about my brand?
Yes, AI systems form opinions based on web content. Improve sentiment by creating positive content, earning good reviews, addressing negative coverage, and building authoritative citations that AI will reference.
What causes negative AI sentiment?
Negative AI sentiment typically comes from: negative reviews and articles AI has indexed, unresolved complaints on forums, outdated information, competitor comparisons where you rank poorly, or AI hallucinations based on incomplete information.