AI Citation is different from a search impression — it's the source AI *directly selected*. The mechanism by which ChatGPT · Perplexity · Claude · Gemini cite your business as supporting evidence is not keyword matching but *entity graph interpretation*. AI Citation definition · Knowledge Graph mechanism · Entity SEO design principles + LogAgency's APTECH × 4-engine verified citation archive — all curated.
Articles + Cases8
Verified EnginesChatGPT · Perplexity · Claude · Gemini · Google AI Mode
Tracking Period2025.12 — 2026.04 (5 months)
01 — Definition
Three core AI Citation terms
AI CitationDirect citation in AI answers
The phenomenon of generative AI — ChatGPT, Perplexity, Claude, Gemini — citing specific companies or websites as supporting evidence or sources when producing answers. Unlike a search result impression, this is the AI's direct selection after evaluating credibility.
Entity SEOEntity-based SEO
An SEO approach that designs content and structure around entities (people, companies, concepts, places) rather than keywords. AI search generates answers through *entity graph interpretation* rather than keyword matching, so Entity SEO becomes the foundation of GEO.
Knowledge GraphEntity Fact Database
Google's entity-based fact database. Entities are registered through schema markup plus external authority sources (Wikipedia, LinkedIn, press), forming *the core foundation for AI to recognize a company as an answer candidate*.
02 — Curated Articles & Cases
AI Citation — 4 articles + 4 verified cases
Concept · mechanism · design principles + APTECH × ChatGPT · Perplexity · Google AI Mode · Gemini 4-engine verification archive. Original articles are in Korean; case pages contain verbatim AI responses (mixed English/Korean).
AI responses have a probabilistic structure, so 100% guarantees are impossible. However, Citation Tendency — repeated citation under identical query conditions — can be measured and verified. When this persistence exceeds a threshold, the source is interpreted as having relatively high reference priority in AI response generation.
How do we verify AI citation cases?+
(1) Guest mode — eliminate the influence of login, search history, and cookies. (2) English and Korean prompts in parallel — verify per-language citation patterns. (3) Capture timestamp, prompt, and response — reproducible records. (4) Cross-engine verification — same query in ChatGPT · Perplexity · Claude · Gemini. LogAgency's ai-citations archive operates on these 6 principles.
How do we register entities in Knowledge Graph?+
Google Knowledge Graph is extraction-based, not direct registration. (1) Apply Organization·LocalBusiness schema, (2) Wikipedia·Wikidata registration where possible, (3) consistency across authoritative directories like Crunchbase and LinkedIn, (4) increased press coverage and citations, (5) link external profiles via sameAs property. Consistency and the frequency of authoritative source citations are key.
How is Entity SEO different from regular SEO?+
Where regular SEO focuses on keyword matching, Entity SEO explicitly designs entities (people, companies, concepts, places) and their relationships. AI search generates answers through entity graph interpretation rather than keyword matching, so explicitly marking up what entity your company is and what categories/industries/relationships it belongs to becomes the foundation of GEO.
If our SEO visibility is already good, does AI citation follow automatically?+
Correlated but not automatic. Strong SEO visibility raises the probability of being included in the AI citation candidate pool, but AI additionally evaluates (1) entity clarity, (2) answer relevance of the content, (3) authority signals. SEO and GEO produce the greatest synergy when designed together.
Is your business positioned to be cited in AI answers?
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