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LLM audit
Read every relevant prompt across every LLM.
We map the prompts that matter for your category and track who gets cited, in what tone, with what sources — across ChatGPT, Gemini, Perplexity and AIO.
Generative Engine Optimization (GEO / AEO): we work the content, entities, citations and authority needed for LLMs and AI search surfaces to cite your brand as the reference answer — not your competitor's.
We audit how the LLMs answer your category queries, identify the gaps and build the content + authority needed for your brand to be cited as the reference.
We map the prompts that matter for your category and track who gets cited, in what tone, with what sources — across ChatGPT, Gemini, Perplexity and AIO.
Self-contained answers, structured data, factual density, original data and explicit attribution. LLMs cite what's easy to quote.
We work the entities (people, products, events, data) that the LLMs need to know about your brand. Wikipedia, Wikidata, structured data and trusted sources.
Original research, comparators, frameworks and data points that other sources end up quoting. Authority compounds in AI faster than in classic search.
GEO shares fundamentals with SEO but works differently: citation over ranking, factual density over keyword density, structured answers over long-form.
ChatGPT, Gemini, Perplexity and AIO each have their own retrieval and citation logic. We optimize per surface with a unified content strategy.
LLMs read entities and relationships. Being recognized as the entity is more important than ranking for the keyword.
LLMs love quoting original research, surveys, benchmarks and unique data. Generic content gets paraphrased; original data gets cited verbatim.
Wikipedia, regulators, .edu, .gov and tier-1 media shape how LLMs describe a brand. We work mentions in these sources strategically.
LLM answers change fast. We monitor citation, sentiment and source attribution weekly and ship adjustments monthly.
Real. ~30% of high-intent queries now produce LLM-powered answers (AI Overviews, ChatGPT, Perplexity) where users get an answer without clicking. Brands cited there capture demand; brands not cited lose it silently. The trend is accelerating.
LLM audit, prompt tracking, citation engineering and entity work. From sprint 1 we monitor every surface that matters.