We ask an AI about your page topic and parse what it cited. Competitors here are not the search top — they are the pages already in the answer.
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Five steps. Only the first differs — the rest is shared by all three audits
We ask the AI engine you pick about your page topic — write the prompt yourself or let the service generate it. Competitors are every page the answer cited. If yours is already cited, the audit shifts from getting in to holding on: reinforce what you are cited for and close the places where others are.
We parse the selected competitors and build a brief: which blocks, facts and questions the page needs to answer the query more completely than they do. Part of every run — every other output builds on it.
Finished copy written from that brief, not a rewrite of competitors. Enabled with a checkbox in the form.
Title, description and JSON-LD matched to the page content. A separate output — enabled with a checkbox in the form.
A visual layout: how the blocks from the brief sit on the page. Needs the brief and the copy, enabled separately.
One audit runs against one engine — their answers differ
Answer with web search and cited sources
Answers grounded in web sources
Answer with native links to sources
YandexGPT and Alice Search mode with sources
You do not have to trust the automatic pick: a competitor list you set by hand outranks the one we find, in all three audits.
No need to rerun the audit. Meta or the mockup can be generated from a finished report with one button — the competitor data is already there.
A "How we worked this out" block shows what was analysed and what the service inferred for you, whether the page is relevant to the query, where the reference page type came from, who ended up as a competitor — and what failed.
Assistant answers are not the only surface
How the service decides who counts as a competitor, and how to set your own list instead.
GEO is the answer of an AI assistant someone opened directly. AEO is the AI answer inside a search engine, above the normal results. Different surfaces with different sources, so they are separate audits.
From the page content: the service writes a neutral prompt about its topic. You can set the prompt by hand when you need exact wording.
The audit stops — there is nothing to compare against. The reason goes into the report, and it is worth trying another query or another assistant.
Measured, about 214 seconds with one output — longer than the SEO audit, because an assistant answer arrives more slowly than search results. Each extra output adds roughly a minute.
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