Why Statistics Make AI Engines Cite You (Fact Density Explained)
Fact density – the concentration of concrete, verifiable facts per hundred words – is one of the strongest predictors of AI citation. The original GEO…
Fact density – the concentration of concrete, verifiable facts per hundred words – is one of the strongest predictors of AI citation. The original GEO…
LLMs cite tables more readily than prose because tables are unambiguous: each cell is a discrete fact with clear labels. An AI-citable table has…
Writing for answer engines means structuring every page so a machine can extract a complete, correct answer in isolation: question-formatted headings,…
LLMs recommend products they can describe confidently: products with consistent descriptions across many trusted sources, strong review consensus,…
Modern AI search runs on RAG – Retrieval-Augmented Generation. Instead of answering purely from training memory, the engine retrieves relevant live…
Google AI Overviews are AI-generated summaries shown above classic results, built by Google’s Gemini models from pages Google already ranks and trusts….
Google AI Overviews cite pages that already satisfy Google’s quality systems and directly answer the query. The path to being featured: rank in the top…
Perplexity is the most winnable AI engine because it is retrieval-first: every answer is built from live web pages it fetches and cites. To get…
To get recommended by ChatGPT you must win on two fronts: the training corpus (what the model learned about your brand from the public web) and live…
Prioritise SEO if your site has fundamental health problems or no rankings at all – AEO cannot rescue pages that never surface. Prioritise AEO once you…