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ai-visibility

Use when checking if a site is cited by AI assistants, optimizing content for LLM citation, implementing llms.txt, tracking AI referral traffic, or monitoring AI search visibility. Also use when adapting content strategy for the AI search era.

ModelSource
sonnetpack: seo
Full Reference

AI visibility is the new frontier of search — being cited by ChatGPT, Claude, Gemini, and Perplexity when users ask about services, brands, and topics. By 2026, 25% of organic search traffic is projected to shift to AI chatbots. Cited pages earn 35% more organic clicks and 91% more paid clicks than uncited competitors.

PlatformCitation BehaviorBrowsing Mode
ChatGPTLinks in footnotes when browsing activeRequires Plus/Pro or web search enabled
ClaudeCites with URL + title + snippet when web search usedWeb search mode or provided sources
GeminiAI Overview source cardsAlways live; real-time retrieval
PerplexityAlways cites — 21.87 citations/query avgCore product — every query uses live retrieval
I want to…File
Check if the site is cited by ChatGPT, Claude, Gemini, Perplexityreference/citation-check.md
Write content that gets cited by AI systemsreference/ai-optimized-content.md
Implement llms.txt or llms-full.txtreference/llms-txt.md
Track traffic coming from AI platforms in GA4, Clarity, or PostHogreference/ai-referral-tracking.md
Build AEO strategy, Google AI Overviews, earned media, monitoringreference/answer-engine-optimization.md

Usage: Read the reference file matching your current task from the index above. Each file is self-contained with code examples and inline gotchas.


┏━ 🔍 ai-visibility ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ ┃ Monitor and optimize AI citation presence ┃ ┃ across ChatGPT, Claude, Gemini, and Perplexity ┃ ┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛