AEO Reporting: What an AI Visibility Report Should Show

AEO reporting is how you find out whether AI answers are sending people to your business or to somebody else. It tracks a fixed set of real buyer questions — the ones your customers actually ask ChatGPT, Copilot, and Google’s AI — and records, over time, whose websites those answers cite. Not impressions. Not a proprietary score. Citations: your name in the answer, or a rival’s.

Most businesses have no idea this is measurable. Their SEO report shows rankings and clicks from a search world that is quietly being replaced by answers. The answer either names you or it doesn’t, and AEO reporting is the discipline of watching that happen honestly.

What should an AEO report actually contain?

A real AEO report has six parts. If a vendor’s report is missing any of them, you’re looking at a screenshot, not a measurement.

One: the question set, frozen. The exact buyer questions being tracked, written down and never quietly edited. Change the questions and every trend line becomes fiction. Our question sets come from real demand — search data, sales conversations, and tools like Bing’s Topics Portfolio, which shows the queries an engine already associates with your topic.

Two: cited or absent, per question. For each question, who got cited — named, with domains. When you’re absent, the report names who holds your slot instead. A report that only celebrates wins is marketing. The absences are where the work is.

Three: a citation rate, not a flip. AI answers are unstable — a local business can appear in roughly 40% of answers to the same question, toggling in and out with no change to its site at all. A single run tells you almost nothing. The honest metric is the trailing-30-day citation rate: runs cited divided by runs checked. Only a rate moving is news.

Four: the referred side, verified. Citations are the claim; analytics are the receipt. A good report checks your actual traffic from AI sources — by source name, in your own analytics — and reconciles it against the citation reads. When we ran this check on one of our own properties in October 2026, the AI assistants had sent about 1.3% of sessions, growing week over week, and Bing — which powers Copilot — had sent 410 users against Google’s 150. Small numbers, real direction.

Five: which of your pages earn it. Citations are not spread evenly across a site. On this website, pricing and reference pages make up about 17% of our pages and earn over 80% of our citations; pricing pages alone are 5.2% of the site and 52.8% of the citations. Your report should show you that shape for your site, because it tells you what to build next.

Six: the build list. Every absence becomes a brief: the question, who is cited today, and the angle that could take the slot. Reporting that doesn’t end in a build list is trivia.

Can I see a real one?

Yes — ours is public. The bait board is the working surface behind our own AEO reporting: every page on this site scored for whether AI answers cite it, refreshed nightly, with the current build list attached. When we measured our 16 most valuable absence questions on October 18, 2026, two domains — seoprofy.com and analyticsinsight.net — held four slots each, and the rest belonged to small shops and directories. That’s what the top of this market actually looks like: not giants, just whoever showed up first with the right page.

We publish ours because a reporting service you can’t inspect is a promise, and this industry runs on promises. The board is the report, live.

How often should AEO be reported?

Monthly reads, quarterly decisions. The question set stays frozen between reads so the rates stay comparable, and the build list gets worked between reports. Weekly reporting mostly measures the weather — answers toggle too much for a seven-day window to mean anything. Thirty days is the shortest window we’d sign our name to.

What AEO reporting is not

It is not a rank tracker with an AI logo on it. It is not a single “AI visibility score” computed by a formula nobody will show you. And it is not a screenshot of the one day an answer mentioned you. If the questions aren’t frozen, the rivals aren’t named, and the rate isn’t a rate, it isn’t reporting.

How do I get reporting like this?

AEO reporting is part of our AI visibility work at Tygart Media: we build the question set with you, run the reads, verify them against your analytics, and hand you the build list — then we build from it. Start with a short call and we’ll show you the board and what your first read would cover. If you already have a report from someone else, bring it — we’ll tell you straight whether it measures anything.

FAQ

What does AEO stand for?

Answer Engine Optimization — the work of getting your business cited inside AI-generated answers, as opposed to SEO’s traditional goal of ranking in a list of links. AEO reporting is its measurement side: tracking citations per question over time.

How is AEO reporting different from SEO reporting?

SEO reporting counts rankings, impressions, and clicks on search results pages. AEO reporting counts citations inside the answers themselves — whether the AI named you — plus the traffic those citations actually send, verified in analytics. The two measure different surfaces and can move in opposite directions.

Why does the question set have to stay frozen?

Because the citation rate is only meaningful against the same questions. Swap questions between reads and a “rise” might just mean you picked easier questions. Frozen questions are what turn individual reads into a trend you can trust.

Can AEO reporting show me my competitors?

Yes — that’s half its value. Every absence names who holds the slot instead: the specific domains the AI cited for the questions you care about. On our own board those names are mostly small agencies and directories, which is exactly why the slots are winnable.