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The Madison Avenue Field GuideA field guide to marketing & advertising, by Brandon Mina

GlossaryAI Search & EmergingAI Brand Sentiment

AI Search & Emerging

AI Brand Sentiment

How favorably AI assistants describe a brand when they mention it, tracked by AI visibility tools alongside mention and citation rates.

By Brandon MinaCEO, BrandPilot AIUpdated November 2026

Short answer

AI brand sentiment is how favorably AI assistants describe a brand when they mention it in their answers. A brand may be mentioned often but framed negatively, or recommended with caveats. AI visibility tools track sentiment alongside mention and citation rates to show not only whether a brand appears but how it is portrayed.