Why Your Competitors Show Up In ChatGPT And You Do Not

There is a sequencing question worth settling early. Teams usually try to build all of these skills at once and end up with a shallow version of each. The order that works is measurement first, since it is cheap and it directs everything else, then writing, since every page published afterwards benefits, then the technical and outreach work which can be bought in the meantime.

Comparison Is the Native Format Shopping questions are comparison questions. Somebody asking what to buy wants options weighed against each other, so the sources that get used are the ones that have already weighed them.

Size is less of a factor than category maturity. Smaller brands often gain faster because their categories have thin third party coverage, and thin coverage is easier to influence than a category where every comparison page has been fought over for a decade.

Resist the temptation to interpret a single run. Competitors move around between runs, and a rival appearing above you once is not a finding. Run the same prompt several times, count how often each company appears, and only then decide whether there is a gap worth spending a quarter on. Reacting to one answer is the most common way effort gets spent on a problem that does not exist.

In most categories the result is the same shape: a review platform, an industry directory, one or two forum threads, a comparison article, occasionally a trade publication, and only then anybody's own website. The competitor is winning on pages neither of you owns.

Check Whether You Are Even Present Go to each of those recurring sources and look for yourself. The usual outcome is not that you are described badly. It is that you are absent, or listed with an old address, or categorised under something nobody searches for.

Where Marketplaces Fit Marketplace listings are frequently cited, and they are a mixed blessing. They provide corroboration and structured data you did not have to build, and they put a description of your product in circulation that you only partly control.

Discontinued products deserve deliberate handling rather than deletion. Removing a page severs the connection between existing reviews and coverage and your catalogue, and it leaves stale third party listings pointing at nothing. Keeping the page, marking it clearly as discontinued and naming the replacement preserves the accumulated evidence and redirects the recommendation rather than losing it.

Getting onto that list is not luck and it is not a trick. It is a sequence of fairly unglamorous steps that make it easy for a model to find you, understand you and feel safe naming you. This is what that sequence looks like in practice. structured data for ai search

Check which agents you allow, confirm your important pages render meaningful content without scripts, and make sure nothing critical is trapped in a PDF or an image. This is the cheapest work in the whole discipline and it is routinely skipped.

Preference is the wrong word, strictly. These systems do not have taste. They reach for sources that match the shape of the answer being written and that contain claims which can be lifted without distortion, and certain formats do that reliably.

Then re-run the same ten prompts a month later and compare. Attributing improvement to a specific fix is only possible because you recorded the starting point, which is the argument for doing the teardown before the work rather than after it.

The Job in One Sentence An AI SEO agency makes your brand legible, quotable and trustworthy to the systems that now answer questions on behalf of your buyers. Legible means a machine can parse who you are and what you sell without guessing. Quotable means your pages contain passages an assistant can lift and attribute cleanly. Trustworthy means enough independent sources agree with you that a model treats your claims as settled rather than promotional.

Product recommendations are a harder case than service recommendations, because the answer has to be specific enough to act on. A model naming a product is committing to a name, usually a price band and often a comparison, and it needs sources confident enough to support that.

What Matters More Than Format Two things outrank format choice entirely. The first is whether the content can be fetched and read at all, since a page behind a broken crawler rule or dependent on JavaScript is invisible whatever shape it takes.

Start by Finding Out Where You Stand Before changing anything, establish what assistants currently say. Write out the questions a buyer would actually ask, in their words rather than yours. Include the category question, the problem question, the comparison question and the question that names your competitors directly.

Finally, be prepared for the teardown to produce a finding nobody wants. Sometimes the competitor is genuinely better documented because they have been answering customer questions in public for years while your team answered them on the phone. There is no shortcut around that, and the only useful response is to start doing the same thing now rather than looking for a technical explanation that would be easier to fix.