GEO Intelligence
Data, frameworks and platform analysis for B2B brands building presence in AI-generated answers.
List formatting fundamentally changes how AI platforms parse, extract, and cite content. Discover why listicles receive higher citation rates than paragraphs.
Perplexity deprioritizes topically relevant sources when they lack semantic density. Learn why content depth affects multi-source citation selection.
Google AI Overviews cite sources in a different order than traditional search rankings. Learn why citation placement in generative results follows distinct…
FAQ and narrative formats trigger different ChatGPT citation behaviors. Learn which structure increases your visibility in conversational AI responses.
Content updated regularly gets cited more frequently by ChatGPT. Learn why revision velocity matters more than static optimization.
ChatGPT doesn't distribute citations evenly. New research reveals why dominant sources capture disproportionate visibility while long-tail domains face near-invisibility in generative responses.
Author byline dates are a measurable temporal signal that affects whether AI platforms cite your content. Learn how publication visibility in author…
Discover why granular topical depth within individual articles competes with domain expertise in AI citations. Learn the mechanisms behind source selection.
When multiple sources publish identical content, AI platforms don't cite them equally. Learn how duplicate detection and source preference patterns shape citation…
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.
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Find out how visible your brand is inside AI-generated answers – and what it will take to become the cited authority in your niche.