GEO Intelligence
Data, frameworks and platform analysis for B2B brands building presence in AI-generated answers.
AI platforms apply different canonicalization logic than SEO. Learn how subdomain vs subdirectory architecture affects citation selection when content duplicates exist.
AI search platforms prioritize source agreement and corroboration patterns over single-source domain authority when selecting citations. Learn how consensus mechanisms reshape visibility.
Token budget constraints force LLMs to truncate source lists and deprioritize citations, creating measurable gaps in citation completeness distinct from citation patterns.
Domain maturity signals AI citation behavior differently than traditional SEO. Learn how established and new sites compete for generative visibility.
Q&A structured content receives more AI citations than prose. Learn how answer formatting influences LLM citation behavior and visibility.
Perplexity's multi-source citation strategy differs fundamentally from ChatGPT and Google's single-dominant-source approach, creating distinct ranking signals GEO practitioners must optimize for.
Perplexity prioritizes academic and peer-reviewed sources differently than ChatGPT and Google AI Overviews. Understanding this citation bias directly affects content visibility strategy…
Citation position in Google AI Overviews isn't random – search intent determines where sources appear. Learn how query type shapes citation strategy.
Schema updates mid-conversation can disrupt ChatGPT's citation consistency. Learn how metadata changes trigger citation dropout and what to do about it.
Content updates can trigger ChatGPT to re-evaluate and drop existing citations. Here's why revision timing and strategy affect AI visibility differently than…
AI platforms filter sources based on verifiable author identity signals, not just domain authority. Learn how missing author entity data reduces citation…
AI search engines prioritize citations from topically clustered sources over distant topics. Learn how semantic relevance drives citation selection differently than traditional…
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