Marketing: AEO, AI

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TL;DR

We tracked 2,470 AI answers across ChatGPT, Gemini, and Perplexity over 60 queries in the last 30 days. Directories like Clutch (cited 719 times) and Reddit outperformed most company websites, and the three engines behave differently enough that the same brand can be cited several times more often on one platform than another. Specific local queries produce citations reliably while broad educational content produces almost nothing, regardless of quality.

Answer engine optimization is the practice of getting your business named inside the answer an AI gives, rather than ranking in a list of links below it. When someone asks ChatGPT, Gemini, or Perplexity who they should hire, the engine writes a paragraph and cites a handful of sources. AEO is the work of being one of them.

Most of what is written about AEO is written by people who have never measured it. We have. Since May 2026 we have run a monitoring tool across three engines, tracking 60 queries and logging every answer and every source cited. In the last 30 days alone that is 2,470 scanned answers. What follows is what the data says, not what the trend pieces say.

How AEO differs from SEO

SEO competes for position. AEO competes for inclusion. That difference sounds academic until you look at the outcome. A search results page has ten slots and being eighth still earns clicks. An AI answer names three to six sources, and there is no eighth place. You are cited or you are absent.

The second difference matters more. Ranking is per page. Citation is per question. The same company can be named constantly on one type of question and never appear on another, with the same domain, the same authority, and the same site quality behind both.

The three engines do not behave alike

Treating “AI search” as one channel is the first mistake. Across our scans the same brand can be cited several times more often on one engine than another, on identical queries, in the same week.

The pattern behind it is consistent. Perplexity and Gemini browse live and will read your site directly. ChatGPT leans far more heavily on aggregators and directories. So a business with an excellent website and no directory presence can be highly visible on two engines and nearly invisible on the third, which is usually the one with the most users.

If your AEO plan is entirely on-site, you have optimized for the engines you were already winning.

Directories get cited more than company websites

This is the finding that surprised us most and changed what we recommend. When we aggregated every source cited across our tracked queries, the top of the list was not company websites. It was directories and aggregators. One of them, Clutch, appeared 719 times across 27 different queries and on all three engines. Expertise, DesignRush, The Manifest and GoodFirms all sat above the great majority of individual businesses.

Reddit ranked third overall, cited across 33 distinct queries.

The practical consequence is uncomfortable if you sell content. For a category question like “who is the best X in Y,” the highest-leverage AEO work is often not on your website at all. It is being correctly listed, correctly categorised, and genuinely reviewed on the sources the engines already trust. A review on a directory can move you further than a month of publishing.

Specific beats comprehensive

The clearest split in our data is between queries that name a service and a place, and queries that ask for a general definition.

Queries shaped like “branding agency in Oklahoma City” or “how much does branding cost in Oklahoma City” produce citations reliably. Broad educational queries with no location attached, the “why is storytelling important” and “what is omni-channel marketing” family, produce almost nothing, across dozens of scans each, no matter how good the article behind them is.

That is not a quality judgment on the content. It is a structural fact about who the engines consider authoritative on a general question. On a definitional query they cite whoever owns that definition globally. On a specific one they have to find someone who actually matches, and that is a contest you can enter.

Most AEO advice tells you to build topical authority with broad explainers. Our data says that is the slowest available route.

Being indexed and being cited are different problems

We assumed for months that Google indexing gated AI citation. It does not.

We have watched a page sit at “URL is unknown to Google” in Search Console while being one of the most-cited pages we track. Grounded engines fetch live. They do not wait for Google’s index to catch up. So a page can be entirely absent from traditional search and still be feeding AI answers, and the reverse is just as true.

Practically: do not use your Search Console coverage report as an AEO scoreboard. It is measuring a different race.

What structure actually gets extracted

  • Answer in the first two sentences. If the direct answer is in paragraph four, the engine has already taken someone else’s paragraph one.
  • Headings phrased as the question. A heading that reads “How much does it cost” gets matched to someone asking how much it costs. A heading that reads “Pricing considerations” does not.
  • FAQPage schema that mirrors the visible text. Schema that disagrees with the page is worse than no schema.
  • Numbers, names and dates. Specifics are quotable. Generalities are paraphrasable, and a paraphrase does not carry a citation.
  • Location, when location is part of the question. Not stuffed into every title, but present and unambiguous.

How to measure it

You cannot manage this from analytics. AI answers frequently produce no referral at all, so a person can decide to call you because an engine recommended you and arrive as direct traffic weeks later.

What to track instead:

  • Citation rate per query, per engine. One number for “AI visibility” hides the only thing worth knowing, which is which engine you are losing.
  • Which of your URLs gets cited. It is rarely the page you expected, and that single fact should redirect your content budget.
  • Which domains are cited instead of you. This tells you whether your problem is content or listings, and those have completely different fixes.
  • Position within the answer. Named first and named last are not the same result.

Where most AEO advice goes wrong

Three claims come up constantly and none of them survived contact with our data.

“Publish more and authority follows.” Volume helps, but efficiency varies enormously. We have measured competitors carrying several hundred articles earning roughly the same citation count as sites with a few dozen. What the high-volume sites have is coverage of many questions, not better answers to any of them.

“Schema is the unlock.” Schema helps extraction. It does not create authority. Pages with perfect FAQPage markup still score zero on queries where the engine does not consider them a credible source.

“AEO is just SEO with new branding.” If that were true, citation would track rankings. It does not, in either direction, and we have the pages to prove it.

Where to start

Measure first. Pick the ten questions a real buyer would actually ask before hiring someone like you, run them through all three engines, and write down who gets cited. You will learn more in an afternoon than from any article about AEO, including this one.

Then fix in this order: listings and reviews on whatever directories came up, the structure of the pages that are already being cited, and only then new content. Most people do that list backwards.

We run this for ourselves and for clients out of Oklahoma City. If you want to know what the engines currently say about your category, ask us and we will run your ten questions.

Frequently Asked Questions

What is answer engine optimization (AEO)?

Answer engine optimization is the practice of getting your business named inside the answer an AI assistant gives, rather than ranking in a list of links. Where SEO competes for position on a results page, AEO competes for inclusion in a written answer that names only a few sources.

Is AEO different from SEO?

Yes. SEO is a ranking problem with ten positions and partial credit for being eighth. AEO is an inclusion problem with three to six citations and no partial credit. In our measurement the two do not track each other: pages Google has never indexed can be cited heavily by AI, and well-ranked pages can go uncited for months.

Which AI engine matters most?

They behave differently enough that you have to measure each one. Perplexity and Gemini browse live and read your website. ChatGPT relies much more on directories and aggregators, so businesses with weak directory presence tend to be least visible there despite it having the largest audience.

How long does AEO take to work?

Faster than SEO in our experience, because grounded engines fetch live rather than waiting on an index refresh. Structural changes to an already-visible page can show up within weeks. Building presence on a directory takes as long as that directory takes to approve and review you.

Do I need to publish more content to win at AEO?

Usually less than you think. The highest-leverage work is normally third-party listings and reviews, then improving the structure of pages that already get cited. New content is the third move, and it works best when each piece answers one specific question rather than covering a broad topic.

How do you measure AEO?

Not with analytics, since AI answers often generate no referral. Track citation rate per query per engine, which of your URLs gets cited, which domains get cited instead of you, and your position within the answer. The third of those tells you whether your problem is content or listings.