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Plain-language answers about how AI decides who to recommend, and what you can do about it.
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Best AI Visibility Agency Guide: Top Picks for 2026
The best AI visibility agency depends on who you are. Our picks by use case, a comparison table, red flags, and the questions to ask on every sales call.
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Do AI platforms share sources? How Bing powers more than you think
Some AI assistants lean on other companies' search indexes, the arrangements are partly public and change often, and one well-placed source can surface in several platforms at once.
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AI visibility glossary: every term defined in plain language
Every term this site uses, defined in two or three plain sentences each. Written for owners, quotable by anyone.
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Why the questions you answer on your site decide whether you get quoted
AI quotes businesses that answer questions in the customer's language. One page shown before and after makes the whole argument, so this post is built around exactly that.
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Your website structure: why AI can read some sites and not others
Some sites are invisible to AI for mechanical reasons that have nothing to do with reputation. Three checks you can run while reading this tell you whether yours is one of them.
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ChatGPT vs Google AI Overviews: which one sends local customers
Google's AI answers sit in front of more local searches today. ChatGPT owns the deliberate ask. The honest comparison is reach versus intent, and the work behind both overlaps heavily.
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How long AI visibility work takes: real timelines, not promises
Signals move in weeks. Answer inclusion usually follows over months. Nobody controls the model release calendar in between, and anyone quoting exact timelines is guessing out loud.
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Consistency: why mismatched names, addresses, and hours confuse AI
When your public information disagrees with itself, a machine has to guess which version is true. Guessing produces wrong answers about you, or no answer at all.
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Structured data for local businesses: what schema does and does not do for AI visibility
Schema helps machines parse your site, and LocalBusiness markup is cheap and worth having. Its effect on AI answers specifically is mostly unproven, and this post says so.
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What the free scan checks
The free scan reviews your business against the signals AI reads, grades each one Solid, Needs work, or Missing, and shows the stored answers behind every grade. Here is the full checklist.
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Why you show up in one AI and not another
Different assistants read different sources at different times. Being named on one and absent from another is normal, diagnosable, and usually traceable to four causes.
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AEO, GEO, LLMO, AI SEO: what the acronyms mean and which ones matter
Five names, one job. Every acronym describes the same work of getting named in AI answers. Here is what each one means and how much attention each deserves.
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Why AI answers are different from Google rankings
A ranking is a position on a list of links. An AI answer is a short written recommendation that names a few businesses and skips the rest. The difference changes what you should work on.
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The difference between being cited and being mentioned by AI
Mentioned means the AI named your business. Cited means it linked a source. Linked means the reader can click through to you. Three outcomes, three different wins.
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Correlation is not causation: how to honestly measure AI visibility work
"Our work got you mentioned" requires isolating one cause in a system that changes weekly for its own reasons. Nobody can fully do that, including us. Here is what honest looks like instead.
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Do AI recommendations actually send customers? What the data shows
Usage is measurable and large. Attribution is genuinely hard. Here is what the numbers support, what they don't, and how to think about the gap honestly.
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What a good AI visibility report looks like (and what a junk one looks like)
The five-second tell is whether every claim has an answer attached. A real report shows you what the AI said. A junk one shows you a scary score and an invoice.
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How AI assistants decide which local businesses to recommend
In the seconds after someone asks, the assistant interprets the question, looks up live sources, weighs what they agree on, and names a few businesses. Every step is influenceable.
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How AI models get their information about your business
Two pipelines feed every AI answer about you. One was locked months ago during training. The other gets read live, while the customer waits. You can influence the second one now.
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How we track AI mentions: our methodology in full
The full method behind our numbers. What the free scan checks, what continuous tracking measures, how findings get graded, and what we refuse to conclude.
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What we log and why: the case for keeping receipts on AI answers
Every answer stored word for word, dated, with the question and the work performed alongside. Receipts are what make honest before-and-after possible in a field that mostly asserts it.
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Mention rate, citation rate, and share of voice: the three numbers that matter
Mention rate is how often AI names you. Citation rate is how often it credits a source about you. Share of voice is your slice of all names given. Each is useful, each is blind somewhere.
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Why one screenshot of ChatGPT proves nothing
One answer, one phrasing, one day, one location. Change any of the four and the answer can change. A single screenshot is a data point, not a verdict.
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Prompt sampling: why we test ten prompts and not one
One question is an anecdote. Ten designed questions are a sample. Here is how the ten get chosen, what a sample that size can support, and why not a hundred.
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Retrieval vs memory: the two ways AI knows about your business
Memory answers come from what the model learned months ago. Lookup answers get assembled live from sources you can improve. Telling them apart tells you what's winnable.
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Tracked prompts: the questions behind your mention rate
A tracked prompt is a question customers ask AI assistants, tracked so you can see whether your business gets mentioned in the answers. Here is why questions, not keywords, are the unit.
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What training data means and why your business probably is not in it
Training data is the frozen library an AI learned from. Your business is probably a footnote in it at best, and that matters less than you'd think.
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What competitor mentions tell you (and what they don't)
When AI names a competitor instead of you, it just showed you which sources it trusts in your market. That's a diagnostic, not espionage, and it's the fastest map to what you're missing.
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When the free monthly check stops being enough
A manual monthly check of what AI says about you is genuinely good, and for some businesses it's all you need. Here is the honest math on where it stops, in owner-hours and blind spots.
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Why AI sometimes gets your business information wrong
Three failure modes cover nearly every wrong AI answer about a business. Stale data, conflicting data, and invented data. Each has a different fix, and one has no fix at all.
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What is AI visibility for local businesses?
AI visibility is whether AI assistants name your business when customers ask them who to hire. Here is how it works and why it matters.
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Why doesn't my business show up in ChatGPT?
If ChatGPT names competitors but not you, it is because the sources it trusts do not say enough about your business. Here is how to fix that.
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Does Google Business Profile affect what AI recommends?
Yes. Your Google Business Profile is one of the main sources AI reads before it names a local business. A complete profile is one of the fastest wins there is.
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How reviews decide which businesses AI names
Reviews are the loudest trust signal a local business can send. AI reads their number, rating, freshness, and your replies before it recommends anyone.
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AI visibility for home service businesses
HVAC, plumbing, roofing, and electrical companies live and die on being the name a customer calls first. Now that name often comes from AI.
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AI visibility for med spas and dental practices
In med spas and dental practices, patients research heavily before they book. AI is now a first stop in that research, and it weighs trust above all.
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Is AI visibility the same as SEO?
No. SEO is about ranking on a page of links. AI visibility is about being the business an AI assistant names in its answer. They overlap, but the goal is different.