Definition
AI brand sentiment is the tone AI answers take toward a brand: whether it is described positively, negatively or neutrally, and which strengths and weaknesses are repeated across answers.
A score alone hides the useful part. “71% positive” says less than “praised for weight and battery life, criticized for price”, because the second tells you which claim to strengthen and which objection to answer.
Why it matters
Engines repeat the judgement they find on the web. A recurring criticism in answers is usually a recurring criticism in reviews that no page of yours has addressed.
How it is measured
Statements about the brand are extracted from sampled answers and classified by tone and topic. The report shows the positive, neutral and negative share, the traits mentioned most, and example sentences with their sources.
