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

GlossaryAI in MarketingAI Visibility (LLM Visibility)

AI in Marketing

AI Visibility (LLM Visibility)

How often and how favorably a brand appears in AI assistant responses.

By Brandon MinaCEO, BrandPilot AIUpdated November 2026

Short answer

AI visibility, or LLM visibility, measures how often and how favorably a brand appears in answers from AI assistants such as ChatGPT, Gemini, Perplexity and Claude. It considers mentions, citations, sentiment and positioning against competitors. As more research shifts to AI tools, it is becoming a key metric alongside traditional search rankings and share of voice.