Why the wording matters more than the mention
Brand visibility in AI search is not only whether an assistant names you. It is what the assistant says once it does. A name in a list and a named recommendation with three accurate details are very different outcomes, and a simple mention count treats them the same.
This page is about reading the language. If you have not yet checked whether you appear at all, start with the first-check walkthrough, then come back. If you want the broader guide to brand presence in AI answers, our page on AI brand visibility covers the ground. We will not repeat it here. This page is narrower: given an answer that mentions you, how do you read it?
The reason to read closely is that assistants write in sentences, and sentences carry judgments. They say a business is known for something, suits a type of buyer, costs more than average, or is a good choice if a certain condition holds. Each of those phrases is a piece of positioning that you did not write and cannot edit directly. Yet it will be read by a buyer making a choice.
Treat the wording as a mirror. It shows what the assistant has gathered about you from the places it looks. Sometimes the mirror is flattering. Sometimes it shows something you had stopped noticing.
Three ways a brand shows up
When a brand appears in an AI answer, it does so in one of three modes, and often a single answer mixes them.
Named
The brand appears as an item in a list or a passing reference. "Options include A, B and C." The assistant has registered that you exist in this category. It has said nothing about whether you are good. This is the thinnest form of visibility, and a reader may not retain it.
Described
The assistant says something about you. What you do, who you serve, where you operate, what you are known for, what you charge in general terms. Description is richer than a name because it gives the reader a reason to pick or skip. It is also where errors appear, such as an outdated service or a wrong location.
Compared
The assistant sets you beside others and draws a distinction. "A is better for small budgets, B for larger projects." Comparison is where choices are actually made. Being placed on the favorable side of a comparison is worth more than a dozen plain mentions, and being placed on the unfavorable side is worth knowing about immediately.
For each answer in your check, note which of the three modes you were in. You will often find a pattern. A new business may be mostly named. An established one may be described but rarely compared. A business with a clear niche may be compared well but only within it.
How to read a sentence about you
Copy every sentence that mentions you into a document and read them together. Then go through five checks.
Is it accurate? Check location, services, opening details, product range and any claim of experience. Wrong facts are the most fixable problem, because they usually trace to one outdated page or listing.
Is it specific? "A reputable provider" says nothing. "A family-run firm that handles older homes" says something. Vague wording usually means the assistant has little to go on, which means your own pages and the pages about you are thin on detail.
Whose words are they? If the phrase sounds like your own marketing copy, the assistant is leaning on your site. If it sounds like a customer, it is leaning on reviews. If it sounds neutral and general, it may be leaning on a directory. The source of the voice tells you where your reputation is being built.
What is it comparing you to? Words like cheaper, larger, more specialized or more traditional position you on a scale. Ask whether that is the position you want.
What is missing? The thing you are proudest of may not appear anywhere. That absence is information: either you have not said it clearly, or nobody else has.
Patterns worth recognizing
After reading twenty or thirty sentences, patterns show up. A few common ones, and what they usually point to.
The same phrase appears in every assistant. One source is feeding them all. Find it. If the phrase is good, protect that source. If it is wrong, correcting that one page may fix the whole picture.
Different assistants describe you differently. They are drawing on different sources. That is useful, because it shows which source each one favors.
You are described only by what you sell, never by who you suit. Your pages probably list products or services without saying who they are for. Buyers ask for fit, so assistants look for fit.
You are described as the budget option. Check whether your pages and reviews lean on price. An assistant reads the loudest signal.
You are described accurately but never recommended. The assistant knows you well enough, and something is losing the comparison. Look at who is recommended and what their pages offer that yours do not. Our page on the competitor check shows how to record that.
An old fact keeps coming back. A former address, a product you dropped, a name before a rebrand. Old pages and listings last a long time. Find them and update or remove them.
Where the assistant gets its words about you
An assistant has no opinion of its own about a small business. It assembles a description from what it has read, and what it has read is a mix of your own site and other people's pages.
Your own site supplies the basic facts and your preferred wording. Reviews supply the experience of customers, in their language. Directories and listings supply standard details. Press, blogs and forums supply context, and sometimes opinion. Social posts and videos add more. When these agree, the description is crisp. When they disagree, you get vague wording or contradictions.
That is why consistency matters. If your site says you serve three counties, a directory says one, and a social profile says none, the assistant will hedge. Our page on reviews and AI recommendations covers how customer wording flows into answers.
A practical step: for each fact you want repeated, such as who you serve, where, what you are known for, and how you are different, check that every place you control says it the same way in plain words. Then see whether the answers start to echo it. They will not change overnight, but over weeks and months the language tends to follow the sources.
Changing what is said about you
You cannot edit an assistant's answer. You can change what it has to work from.
If a fact is wrong, find every page that states it, starting with your own, then listings and directories, then third-party mentions. Correct what you control and ask for corrections where you can. If the wrong fact came from a page you do not control, publishing a clear correct version on your own site gives the assistant a better source to prefer.
If the wording is vague, add specifics to your own pages. Who you serve, what you do that others do not, real examples, real numbers that you can stand behind. Specific pages give assistants specific sentences to use.
If the wording positions you badly, look at the loudest signals. Reviews, comparison pages, and your own headlines all shape position. Change what you can control and earn better signals from what you cannot, by doing the work that makes customers write the words you want to read.
Then run the same questions again after a few weeks and compare the sentences, not only the counts. Our page on reading AI visibility results shows how to tell a real shift from the ordinary variation between runs.
A worked reading of an imagined answer
Say a buyer asks an assistant where to get a mattress that suits a bad back, and the answer includes this sentence about your store: "Hartley Beds is a long-established local retailer with a wide range, though some reviewers mention higher prices."
Run the five checks. Accurate? Yes, as far as you can tell. Specific? Barely. Long-established, local and wide range could describe a hundred stores, and nothing speaks to bad backs, which was the question. Whose words? The phrase about higher prices sounds like reviewers, so reviews are shaping position. Compared with what? Not directly, but price is the one contrast that appears. Missing? Everything you know about back support: the fitting service, the trial period, the staff who ask about sleeping position.
Now the actions follow. Write a plain page about choosing a mattress for back pain, using your fitting service as the example. Make sure that service is described the same way on your listings. Look at the reviews that mention price, and see whether they say anything fair that you can answer on the site. None of these is exotic, and each one traces straight from a single sentence. That is the value of reading closely.
When the wording is unfavorable
Sooner or later you will find a sentence you do not like. An assistant says a business is expensive, slow, limited in range or hard to reach. Resist the urge to dismiss it. Ask first whether it is true, and then where it came from.
If it is true, it is a business matter before it is a visibility matter, and the best fix is the underlying one. If it is untrue or out of date, find the source. Often it is a single old review, a forum comment or a dated listing that has been repeated. If the source is something you control, correct it. If not, build the counterweight: a clear, current page that states the accurate position in plain words, and fresh genuine customer feedback that supports it.
Never try to scrub or fabricate. Writing fake reviews or hiding real ones is the quickest route to losing trust with both buyers and platforms, and assistants lean on the same sources your buyers do. Honest, specific, current information is the only approach that holds.
Reading how rivals are described
Do the same reading for the businesses named alongside you. Copy the sentences. Look for the phrases that recur, the specifics, and the reasons given for choosing them.
You are not looking to imitate. You are looking for the questions buyers care about that those descriptions answer and yours does not. If every rival is described by who they suit and you are described by what you sell, that is a gap in how your pages are written, not in what you offer.
Also note where rivals are described less well than you. A rival named often but vaguely may be easier to overtake than it appears, if you give assistants something more specific to say.
Keeping a wording log
Counts show how often you appear. A wording log shows how you appear, and it takes only a few minutes per round.
Keep one table. Each row is a sentence, with the date, the assistant, the question and the mode: named, described or compared. Add two short columns for accurate or not, and for favorable or not. After a few rounds, sort by sentence and see which phrases recur.
Pay attention to the first appearance of any new phrase. A new descriptive word that was not there last month is often the first visible sign that a change you made, or a review someone left, has been picked up. It can show up in the wording before it shows up in the counts.
Equally, watch for the disappearance of a phrase you liked. Something that supported it may have been removed or buried. Looking back through the log is how you find out what.
What RunOctopus does about it
The wording assistants use about a business comes largely from the pages that describe it, so a lot of the work is writing clear, specific pages on the business's own site. That is what RunOctopus does for its customers. Ollie, its AI, researches the business and writes and publishes the pages directly, with a team that plans, writes, reviews and publishes alongside it. It works with Shopify, WordPress, WooCommerce and Wix, and the owner does not have to install, approve, upload or schedule anything.
Customers also receive reports on where ChatGPT, Perplexity, Claude and Gemini name the business. RunOctopus does not provide a free AI visibility checker, so the free route to seeing your own wording is the manual one described above.
What you can try for free is the site read at app.runoctopus.com/start. Paste your address and Ollie reads the site and shows the plan. It does not test AI answers. No account, no call.