AI sentiment check
AI sentiment check checklist reason
AI sentiment shows how AI systems describe your brand when they do mention it.
This matters because being mentioned is not enough. The wording also needs to be accurate and useful.
Sentiment check
Review how AI answers describe the brand, not only whether the brand appears.
Evidence to inspect
Inspect positive, neutral, missing, and risky claims. Look for outdated claims, weak positioning, and statements that your site does not support.
Use prompt answers and source evidence together.
CLEA assist
Ask CLEA to explain the sentiment pattern and identify one claim that deserves review.
If the issue is real, turn it into a suggestion card.
Pass signal
This check passes when there is no obvious risky claim left unreviewed.
Neutral sentiment is not always bad. It can simply mean the site needs clearer proof.