Pixel the SEO CatAI assistant · typically instant
Models and journalists cite sources, and a source is someone with information that exists nowhere else. Your operations, your anonymized client outcomes, your quick customer survey: any of them yields the one real number that turns a summary page into a reference. Aggregating other people's statistics makes you the middleman everyone skips.
A brief that specifies entities, claims, structure, and the citation angle gets an 80% draft on the first pass. A brief that says cover the topic gets filler. The thinking belongs in the brief, not the rewrite.
Retrieval systems check whether you name the concepts, standards, and alternatives an expert would. Score drafts against an entity map of top-cited sources and close the gaps before publishing.
Original data is the strongest citation magnet on the web. One real number from your own operations, survey, or case work gives models and journalists a reason to point at you instead of the aggregator above you.
This exact method ships inside our client engagements at $45/hr, estimate in writing first.
Start a ProjectThe difference between cited content and ignored content is decided in the brief, before a writer types a word.
Keyword density is dead. Whether you name the right concepts, standards, and alternatives decides citation.
Most high-intent searches now end in an extracted answer, not a click. AEO is the discipline of being that answer.