AI engines do not share one ranking. Each one assembles its recommendations from a different set of sources, so a Jacksonville business can be named by ChatGPT and completely invisible to Google's AI answers at the same time. The only way to know where you stand is to ask each engine the questions your customers actually ask - which is exactly what we started doing to our own business three months ago.
On the first of this month we sat down and did the uncomfortable thing: we ran the same AI-visibility test on 904 Digital Media that we run for clients. Same ten questions, same four engines, no logging into our own accounts to flatter the result. Some of what came back stung a little. All of it was useful, and we think the honest version is worth publishing.
What we actually measured
The test is deliberately boring and repeatable. Ten fixed 'who should I hire' questions - the kind a homeowner or small-business owner in Jacksonville would type - frozen since July and re-run every month. We ask ChatGPT, Perplexity, Google's AI answers and Microsoft Copilot, in a fresh chat each time, and score each engine on whether it named us as a recommendation, mentioned us in passing, cited our site, or left us out entirely.
One detail matters more than any other: we ask on a non-personalized basis. Run this test while logged into your own accounts and the engines already know you, so they hand back an inflated, flattering answer no real customer will ever see. We measure the way a stranger sees us, because that stranger is the person deciding whether to call you or your competitor.
What moved, and what didn't
Across three monthly runs our non-personalized share of voice climbed from about 10 percent to roughly 16.7 percent, and the number of engines willing to name us went from one to three. That is real movement, and it came from one place: the open-web engines.
ChatGPT, for the first time, put 904 on a four-name shortlist for a Jacksonville marketing question and specifically called out our transparent pricing as a reason. Perplexity added us to its comparison of SEO companies in Jacksonville. Both responded to the same things - clear service pages, pricing we actually publish, and content that answers the question in the first two sentences.
Google's AI answers, on the other hand, did not budge. For three months straight, the same established competitor has held the AI answer for the 'best agency in Jacksonville' comparison, including when we search our own category. And Microsoft Copilot had a different problem entirely, which brings us to the part that was genuinely humbling.
The two things holding us back - and they are not our content
We write a lot. Our content is not the constraint. The two things suppressing our AI visibility are both off the page, and both are the kind of thing that is easy to ignore until you measure it.
One: two engines think we have zero reviews
This one hurt. Two different AI surfaces described 904 Digital Media as having no reviews and quietly marked us down for it in writing, even though our Google profile shows a 5.0 rating. The reviews exist; the engines just were not reading them. Review signals are now doing more work in these answers than another blog post ever will, and a business with real reviews it cannot get credit for is invisible in a way no amount of writing fixes.
Two: our listings disagreed about what city we are in
One major engine had us filed as a marketing agency in Duclay - a neighborhood inside Jacksonville, not a city. The map pin was right; the label was wrong. To that engine, and the AI assistant built on top of it, we were not a Jacksonville business at all. When your name, address, phone, category and city do not agree everywhere, the safest thing an engine can do is recommend someone it is more sure about.
Quick test you can run in five minutes: open a private browser window, search your business name and your city, and read how each listing describes you. If the city is wrong, the phone is off by a digit, or there are two of you, that mismatch is quietly costing you recommendations.
The four levers, ranked by what actually moved
If you want AI engines to recommend your Jacksonville business, here is the order we would work in - based on what we watched move on our own account, not on theory.
- Third-party proof, off your own site: reviews at volume and consistent directory citations. This moved more than anything else and is the slowest to fake.
- Entity consistency: the exact same name, address, phone, category and city everywhere you appear, including the city your listings claim.
- Answer-shaped content: pages that state the answer in the first two sentences, so an engine can lift it cleanly.
- Crawler access and structured data: making sure the engines can actually read the site and understand what each page is.
Notice that content, the thing agencies love to sell, is third. It matters - it is why the open-web engines started naming us - but it sits on top of reviews and consistent listings, not in place of them.
What this means if you run a business in Jacksonville
In rough order of effort versus payoff: ask your happy customers for Google reviews this week, because it is free and it is the biggest lever. Then spend an hour making every listing agree on your name, address, phone and city. Then, and only then, worry about publishing more content. Most owners we audit have it backwards - pouring effort into content while their reviews and listings quietly tell the engines to recommend someone else.
One honest note: AI answers vary from run to run, so treat every number here as directional, not a guarantee. Nobody controls AI placement, and anyone selling you a guaranteed AI ranking is selling something that does not exist. What you can control is whether the signals underneath point at you.
Frequently asked questions
Do all AI engines rank businesses the same way?
No. Each engine builds its recommendations from a different set of sources, so you can be named by ChatGPT and absent from Google's AI answers at the same time. You have to check each one separately.
Why should I test AI visibility without being logged in?
Because logged-in results are personalized and inflated - the engine already knows you and flatters you. A real customer sees the non-personalized answer, so that is the only version worth measuring.
What matters most for getting recommended by AI?
In our own testing, third-party proof - reviews and consistent directory citations - moved the needle more than anything else, followed by entity consistency, then answer-shaped content, then crawler access and structured data.
Can you guarantee my business will show up in ChatGPT or Google's AI answers?
No, and neither can anyone else - nobody controls AI placement. What we can do is fix the signals that make an engine confident enough to name you, then measure the result every month and show you the number, up or down.