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Specific words, attributes, and qualities that AI models associate with a brand when generating responses.
Brand Associations capture how LLMs characterize your brand across 6 structured dimensions: value (pricing perception), quality (product reliability), innovation (forward-thinking), usability (ease of use), market position (leadership), and trust (credibility). Unlike simple sentiment (positive/negative), associations reveal the specific attributes AI uses to describe you, like 'innovative', 'expensive', or 'market-leader'. Tracking these over time shows how your AI perception evolves and helps identify specific messaging to address.
Qwairy automatically extracts brand associations from every AI mention. View them on a radar chart comparing your brand vs competitors across 6 dimensions, see a word cloud of the most common attributes, and track evolution over time.
Emotional tone or attitude expressed in an AI response about a brand (positive, negative, or neutral).
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.
Strategies used to optimize a brand's presence in AI responses.
Incoming links from other websites pointing to a site, signaling authority to search engines and to AI systems deciding which sources to cite.
Explicit appearance of a brand name in an AI response, distinct from a linked source citation.