Emotional tone or attitude expressed in an AI response about a brand (positive, negative, or neutral).
Sentiment refers to the qualitative assessment of how a brand is portrayed in LLM responses. It measures whether mentions are favorable ('highly recommended'), neutral ('available option'), or unfavorable ('known for issues'). Unlike sentiment analysis, which is the process, sentiment is the actual score or classification. Tracking sentiment over time helps identify reputation trends and content strategy effectiveness.
Qwairy analyzes sentiment for your brand only, with no competitor noise. See your overall sentiment score (0-100), breakdown by AI provider, and the most negative mentions with justification so you can act immediately.
Automated analysis of the tone and connotation (positive, negative, neutral) of brand mentions in AI responses.
Explicit appearance of a brand name in an AI response, distinct from a linked source citation.
Regular tracking of a brand's presence in AI responses, covering mentions, citations, sentiment, and competitive positioning over time.
Optimization strategy that focuses on meaning, context, and conceptual relationships rather than exact keyword matching.
Automated analysis of the tone and connotation (positive, negative, neutral) of brand mentions in AI responses.