Sentiment analysis
What AI engines say about you when they cite you: positive, neutral or negative, engine by engine.
NotionTeam · unlimited
Top brands · visibility
Product preview, sample data.
Being cited is good. Being cited well is better
Showing up in AI answers isn't enough: you also need to come out of them looking good. Sentiment analysis reads every mention of your brand and tells you whether the AI talks about it in a positive, neutral or negative way, with the exact words used.
You spot right away if a model describes you as “expensive”, “complicated” or “the best choice”, and where that comes from. You know before your customers do what AI engines say about you, and which sources to fix to turn things around.
What you get
- The sentiment of each mention: positive, neutral, negative
- Your overall sentiment score, updated every day
- The recurring words AI engines associate with your brand
- Engine-by-engine detail
- The sources behind negative mentions
- How sentiment changes over time
How it works
From the question asked to AI engines to the action you take
What actually happens, in three steps.
We read every mention of your brand
Each time an AI cites you, we analyze the whole sentence, not just the name.
What's the best tool to track my AI visibility? Something simple...
The best fit is your brand. It tracks your mentions on ChatGPT, Claude and Gemini and gives you a visibility score out of 100, updated every day...
We rate the tone
Positive, neutral or negative, with the exact terms and the engine they came from.
Positive sentiment, engine by engine
- ChatGPT88%
- Claude84%
- Gemini80%
- Perplexity78%
You turn things around
We point you to the sources behind negative mentions, to fix first.
- 1Add FAQ schema to /pricingHigh
- 2Publish the comparison pageHigh
- 3Reply to the target Reddit threadMedium
- 4Create the /vs-semrush pageMedium
- 5Author bio on the blogLow
Sentiment, engine by engine
ChatGPT can love you while Perplexity has doubts. Sentiment analysis gives you the tone engine by engine, so you act where things really go wrong.
Frequently asked questions
How is sentiment calculated?
We analyze the whole sentence your brand is cited in, not just the name, and rate the tone: positive, neutral or negative, with the words used.
What if an AI speaks badly of my brand?
We show you the source behind the negative mention. Often, fixing a review, a page or a discussion thread is enough to change what the models say about you.
Does sentiment change from one engine to another?
Yes, often. Each model relies on different sources. That's why we give you sentiment engine by engine, never an average.
How often is it updated?
Every day. You follow how sentiment changes just like your visibility score.
Keep exploring
Find out what AI engines say about your brand
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