Being mentioned is not the same as being recommended
Being mentioned is not the same as being recommended.
«The Pegasus is a safe bet for everyday training.»
«Nike is one of the best-known brands in running.»
«Some users say Nike sizes run small.»
Sentiment trend
Daily sentiment score across all answers
Illustrative data
- ChatGPT
- Gemini
From an answer to information you can interpret
Score every mention
Each appearance is rated from positive to negative on a calibrated scale.
Tag the context
Recommendation, comparison, explanation, passing mention — context matters.
Track the curve
See sentiment recover after a fix, or dip before it becomes a real problem.
Every metric, with the exact line behind it
"I'd actively recommend X for enterprise — their SLA, SSO and audit log are best-in-class."
"Some users report a steep learning curve in the first week."
"If you need something cheaper, look at Y or Z; X stays the premium option."
Review how AI describes your brand across monitored answers, not only whether the name appears.
What you can see
Each relevant mention receives a sentiment reading and keeps the surrounding text available for review. Repeated text within one answer is not counted twice.
How to use it
Sentiment helps distinguish praise, neutral description, caveats and criticism. It is an interpretation of the monitored text, not a forecast of revenue.
Evidence stays available
Open the relevant monitored answer whenever you need to verify a result or understand its context.
Built to make every result easier to understand
Repeated text counted once
The same sentence never inflates your score twice.
Context, not just polarity
A neutral recommendation is worth more than a positive passing mention.
Every score is auditable
Click any number and read the words the model used.
Frequently asked
What scale do you use?+
0 to 100, calculated from the positive, neutral and negative language detected in monitored answers.
How is sentiment different from Brand Sentiment Analysis?+
Sentiment runs continuously; Brand Sentiment Analysis is an on-demand deep audit.
Other features
Find out what AI says about your brand
Start by reviewing the questions MentionScore prepares for you.