AI SEO: getting cited whenthe answer replacesthe search results.

There is a lot of confident nonsense in this space, so here is the line between them.

Documented by Google

The wording in Search Central is “there are no additional requirements to appear in AI Overviews or AI Mode, nor other special optimizations necessary.” A page has to be indexed and eligible to appear with a snippet, and Google adds that even then “indexing and serving isn't guaranteed.” Its own optimization guide puts the rest plainly: optimizing for generative AI search “is optimizing for the search experience, and thus still SEO.”

Also documented, and constantly got wrong

Google-Extended has no control over AI Overviews or AI Mode. Google's line is “Google-Extended does not impact a site's inclusion in Google Search nor is it used as a ranking signal in Google Search.” What it does control is “whether content Google crawls from their sites may be used for training future generations of Gemini models.” Blocking it to stay out of AI Overviews does nothing, and allowing it to get in does nothing either. If someone sold you a Google-Extended change as an AI visibility service, you bought a robots.txt edit. Snippet display in AI features is controlled by nosnippet, data-nosnippet, max-snippet and noindex, the same directives that have always governed snippets.

Not documented by Google, tested independently

The GEO paper out of Princeton, IIT Delhi and a group of independent researchers ran controlled tests over GEO-bench, a 10,000-query benchmark, on a generative engine the authors built, then repeated the test on Perplexity.ai. Adding citations, quotations from relevant sources and statistics lifted source visibility by up to 40 percent on their engine and 37 percent on Perplexity. Real experiments, and none of them on Google. I treat that as a strong hypothesis for Google surfaces, and I will tell you which category any given recommendation falls into.

The practical consequence: if your site has broken fundamentals, AI work is premature. Most “AI visibility problems” I get called about are ordinary indexing problems.

This section used to say there was no reliable way to measure any of it. That stopped being true in June 2026, when Google shipped Search Generative AI performance reports in Search Console. For Google's own surfaces you now have first-party numbers rather than guesswork, and it is the first place I look on a new account.

Everywhere else, the old answer still holds. ChatGPT, Perplexity and Copilot publish no equivalent, so for those I run your priority queries by hand on each surface, record whether an AI answer appeared, whether you were cited, and who was cited instead, and repeat monthly.

What has not changed is the warning about the vendors in between. Google's own guidance says to “be wary of third-party tools that promise ranking success or claim to use 'internal' Google metrics,” because “no third-party tool has access to our internal ranking or AI systems.” An AI visibility score with a number on it was invented by whoever is selling it to you.

Absence of an AI Overview is fine. Google only shows one when its systems judge it additive, so plenty of commercial queries show none at all.

For Winnipeg businesses specifically

Most of my clients are here, and the local angle is real. Ask an assistant for a plumber in Winnipeg and the answer gets assembled from your Google Business Profile, your reviews, the directories you appear in, and whatever your website says plainly enough to quote. Local businesses are well positioned for this, because the entity signals that drive local SEO are the same ones AI systems lean on. The work overlaps heavily with local SEO, and if you are doing that properly you are already most of the way there.