Buyer’s guide. Reviewed 6 November 2026
AI search visibility, without the hype
A customer mentions they found a competitor by asking ChatGPT. Or an agency sends a proposal for “GEO” with a monthly fee attached. Before you spend anything, find out what the term covers, whether your customers behave this way, and what you can check yourself in an afternoon.
On this page
What the term covers
AI search visibility is how your business shows up when someone asks an assistant or an AI search feature for something to buy, book or hire. “Assistants” means chat tools such as ChatGPT. “AI search features” means things like Google’s AI Overviews and AI Mode, which sit inside a search engine.
People use one word for three different outcomes. They are worth separating, because each has a different fix.
- Named
- Your business appears in the answer at all. This is what most people mean.
- Described correctly
- The answer states your price, location, hours or features accurately. A wrong detail can cost you more than silence.
- Linked or cited
- The answer points to your website as a source. A citation is not a recommendation, and a recommendation may carry no citation.
You will also see “GEO” (generative engine optimization) and “AEO” (answer engine optimization). They are labels for the work of improving these outcomes. GEO vs SEO explains how they relate to ordinary search work.
Does it matter for you?
Sometimes yes, sometimes not yet. Start with how your customers decide.
| Signal | Likely matters | Probably not yet |
|---|---|---|
| How customers buy | They research and compare before choosing: software, travel, electronics, clinics, higher-priced beauty. | They buy on impulse, by referral, or by walking past. |
| What you hear | Leads mention an assistant. A competitor you consider weaker keeps getting named. | Nobody has ever mentioned one. |
| Your search basics | Your pages rank for your own name and key services, and your facts are consistent. | Your pages are thin, outdated or not indexed. Fix this first, and it helps everything else. |
| Your market | Buyers are online, urban and comfortable with new tools. | Trade is local, personal and driven by word of mouth. |
What surveys say, and how far to trust them
Surveys point the same way, with caveats. In a March 2026 survey of 1,076 B2B software buyers, G2 reported that 51% start software research with an AI chatbot more often than with Google. G2 sells to the same market, so treat it as vendor data. Separately, an Ipsos poll for Allianz Partners of 2,001 US adults found that 37% of Americans planning to travel this summer were using AI to help plan their vacations. That is trip planning in general, not choosing a hotel.
What can move it
Evidence is thin and the systems change. What follows is ordered by how well it is documented. The rules come from Google’s documentation and apply to Google. Other assistants publish much less, and where we are inferring, we say so.
1. Ordinary search quality
For Google’s AI Overviews and AI Mode, Google’s documentation says a page must be indexed and eligible to show with a snippet, and that no extra technical requirements or special optimization apply. It also says these features may run several related searches to find supporting pages. Good, original, findable pages are the foundation.
2. Facts that are complete and the same everywhere
Names, prices, specifications, hours, locations. When your site, your listings and your profile disagree, an answer can repeat the wrong one. This is dull work and it pays off in more places than AI.
3. Crawler access you have chosen on purpose
OpenAI documents separate crawlers. OAI-SearchBot is for surfacing sites in ChatGPT search. GPTBot is for training. ChatGPT-User fetches pages when a person asks, and robots.txt rules may not apply to it. Each setting is independent, so you can allow search without allowing training. Check that you are not blocking a crawler by accident.
4. Being described by sources buyers already read
Answers often lean on review sites, directories and comparison pages, so coverage there matters. Mentions bought in bulk don’t help. Google says seeking inauthentic mentions across the web isn’t as helpful as it might seem, and that its other systems block spam.
Worth your time
- Correct, complete product and service pages
- One consistent set of facts across your site and listings
- Pages that both buyers and assistants can reach
- Getting reviewed and compared on the sites buyers read
Safe to skip
- An llms.txt file for Google’s sake. Google says Search does not use it
- Special markup for AI features. Google says none is required
- Hundreds of near-duplicate pages for question variations
- Anyone who guarantees a ranking in an assistant
Check it yourself, by hand
You can get a useful first read in about two hours, with no tool. The goal is to find out whether you have a problem worth paying to solve.
- Write ten questions in your buyers’ words. Take them from sales calls, support emails and reviews. Your own marketing copy would give you flattering questions. Write them in the language buyers use. Include a few comparisons and a few “is it worth it” questions.
- Ask each one in a fresh session. Use a logged-out or private window where the tool allows, so your history does not shape the answer. Note the assistant, the date and your location.
- Repeat every question three times, ideally on different days. One answer proves almost nothing, and answers vary even when the question is word for word the same.
- Log what you see in a simple table: named or not, described correctly or not, linked or not, and who else was named.
- Read the log, not the average. Look for wrong facts first, then for questions where you never appear, then for competitors that always do.
- Question: quiet boutique hotel near the old town
- Run 1: not named. Three other hotels named, two with booking-site links.
- Run 2: named, with the wrong check-in time. Linked to a booking platform, not your site.
- Run 3: not named.
- Read: appears in one of three, once with a wrong fact. The fact is the first thing to fix.
Reading what you find
This is our judgment from the method, so treat it as a guide to what to look at first.
| What you see | A likely reading | First thing to try |
|---|---|---|
| Never named, in any run | A basics problem, or the question does not fit what you sell. | Check that your pages are indexed and state what you offer in the first paragraph. |
| Named, but with wrong facts | A source your pages or listings contradict, or an old page still circulating. | Find where the wrong fact appears and correct it at the source. |
| A competitor is always named | They have clearer or better-corroborated evidence. | Compare their pages with yours, fact by fact. |
Questions to ask before you pay anyone
This applies to agencies, to tools, and to us.
- How many times is each question run, and do I see that number next to every result?
- Is the data from the consumer app buyers use, or from a developer interface? These can differ a lot. See the methodology page.
- Can I read the raw answers, or only a chart?
- How were the questions chosen, and by whom?
- What do you say when asked whether a fix caused a result?
- Will you guarantee a ranking or a mention? The right answer is no.
Sources and how we used them
Checked on 6 November 2026. Where a primary document exists, we link it. A figure from a company that sells into this market is labeled vendor data, since whoever sells the measuring has an interest in the result.
Primary documentation
Google: AI features and your websiteEligibility for AI Overviews and AI Mode links, the lack of special requirements, query fan-out. The page shows no date.
Primary documentation
Google: optimizing for generative AI searchOn GEO and AEO labels, llms.txt, structured data, and tactics Google says to skip. The page shows no date.
Primary documentation
OpenAI: overview of OpenAI crawlersOAI-SearchBot, GPTBot and ChatGPT-User and how robots.txt applies to each.
Vendor data
G2 research on B2B software buyers, via PR Newswire1,076 buyers surveyed in March 2026. G2 sells review and buyer-intent data to the same market.
Secondary reporting
Hotel Dive: Allianz Partners and Ipsos travel poll2,001 US adults, fieldwork March to April 2026, sponsored by a travel insurer. Trip planning in general, not hotel choice.
Keep reading
- GEO vs SEO
What changes when buyers ask for a recommendation, and what stays the same.
- Methodology
What can and cannot be measured, and how our sample data was made.
- Hotels and hospitality
How the questions look when a traveler asks.
- B2B software
How the questions look when a team compares tools.
Questions people ask
Is this just SEO with a new name?
Partly. Google says optimizing for its AI features is still SEO. But measuring whether you are named in an answer is a different job from tracking a rank, which is why the comparison page separates the two.
Can I pay to appear in an assistant’s answer?
Not in the organic answers we are discussing. Anyone selling a guaranteed mention is selling something you cannot verify.
Run the hand check, then tell us what you found.
If assistants already name you correctly, you saved money. If they do not, a conversation helps us learn what a first version should do.
Talk to us about your buyers