Pixel the SEO CatAI assistant · typically instant
Writers execute what briefs specify. Say cover the topic and you get coverage; specify the entities, the claims with sources, the heading skeleton, and the citation angle per platform, and you get retrieval. Our briefs run pages long for a single article because the thinking happens there, and rewrites, the expensive part, mostly disappear.
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 ProjectKeyword density is dead. Whether you name the right concepts, standards, and alternatives decides citation.
Original data is the strongest citation magnet on the web, and every business is sitting on some.
Most high-intent searches now end in an extracted answer, not a click. AEO is the discipline of being that answer.