Do I understand it?
What the business does, who for, and where. If services live inside images, sliders or scripts, a machine cannot read them. Neither can it work from a page that states beliefs instead of specifics.
Visible2 is an AI visibility consultancy that helps businesses understand how AI systems interpret, trust, and recommend websites in AI-driven search and discovery.
Customers are asking ChatGPT, Google AI, Copilot and other assistants which businesses to choose. Visible2 checks whether your website is ready to be understood, shows you the blockers, and separates technical readiness from the harder question of whether AI actually recommends you. Start with the free AI visibility scan.
Free. Complete findings, every check we ran, and the specific reasons your site may be difficult for AI to understand. No card, no account, no hidden result.
An AI assistant runs the same check before it recommends anyone. Fail one of the three and you are not ranked low — you are not in the set.

What the business does, who for, and where. If services live inside images, sliders or scripts, a machine cannot read them. Neither can it work from a page that states beliefs instead of specifics.
An assistant will not take your word for what you are. It looks for corroboration from places other than your own website. Most businesses have none, and this is the gap almost nobody works on.
A recommendation is one sentence naming two or three providers. If your description is ambiguous, contradictory across channels, or confusable with another company, you get left out of the sentence.
A fifteen-second explanation of what Visible2 does: your website may look excellent to you, but that is a different question from whether an AI assistant can find and recommend it when a customer asks.
Okay, so your website might look incredible to you.
But can your customers actually find it in AI search?
That is what Visible2 shows you — exactly where you stand.
Head to visible2.com and grab your free scan.
Start with the Free AI Visibility Scan. If the website foundations are sound, move to repeated measurement of the buyer questions that matter. Every paid step is published in full and bought separately.
An automated first look at whether AI assistants can understand and recommend your business. Twenty checks on what a crawler can read, an eligibility score, and the three biggest things blocking a recommendation.
The technical and entity foundations that make your business easier to identify and retrieve: a clean entity graph, crawler-access checks, machine-readable contact and profile relationships, page descriptions where they are missing, and an llms.txt summary as an optional discovery aid. Installed for you, with a before-and-after scan on identical methodology.
See what is includedThe full measurement. Up to 20 questions your buyers actually ask, each run repeatedly across the assistants we measure, reported as a citation rate rather than a screenshot. Includes share of voice against 5 named competitors, and everything in the Setup, installed.
See what is includedWe implement the Roadmap ourselves, document every change, then re-run the same measurement so you can see the before and the after on identical methodology.
See what is includedMonthly re-measurement against your stored question set, competitor share of voice, alerts when your description changes, and a report of which AI crawlers actually read your site. Monitoring, not a marketing retainer.
See what is includedA 45-minute video call to walk through your report with us: what the measurement found, what it means for your business, and which of the recommendations are worth your time and which are not. Recording and written notes afterwards.
The Roadmap includes everything in the Setup, so nobody buys the same work twice. We do not guarantee that any assistant will mention your business, because nobody can.
Which makes most AI visibility audits, including the free ones, close to meaningless. Here is the problem, and what we do about it.

The research is unambiguous. SparkToro ran roughly 2,961 prompts across ChatGPT, Claude and Google AI Overviews with 600 volunteers. They found less than a 1-in-100 chance that ChatGPT or Google AI return the same list of brands on two runs of an identical question, and roughly 1-in-1,000 odds of the same order.
So when a business owner says "I checked, and ChatGPT does recommend us" — they saw one sample. When an agency sends a report saying "you are not mentioned" — they also saw one sample. Neither tells you anything reliable.
We run every question repeatedly. Logged out, memory disabled, assistant mode recorded, every run timestamped and kept. Then we report a citation rate with a range, so you know not just whether you appear but how consistently.
The raw logs come with the report. You are welcome to check our working, and we would rather you did.
Published in full, so you can hold us to it — and so anyone else can adopt it.
Where a client researches before they call, and where being left out of the shortlist costs a great deal more than a click.

Jennifer McShane Bary is the founder of Visible2, an AI visibility consultancy focused on helping businesses understand how they are discovered, interpreted and recommended by AI systems. With extensive experience building and operating businesses across multiple industries, Jennifer brings a commercial rather than theoretical approach to AI visibility.
Every verdict in every report carries a named person's judgement. You always know who is accountable for the work, because it is the person you spoke to.
That we can guarantee a placement. These are probabilistic systems that change without notice. Anyone promising you a fixed position in a named assistant is describing a sales tactic, not a capability.
That your website is the main lever. It is the eligibility gate. What actually gets you recommended is corroboration from sources other than your own site — and that is slower, harder, and less comfortable to sell.
That you necessarily need us. If the measurement says your position is sound, we will say so and send you the data. That is a cheaper outcome for you and a better one for us than a client who never sees a result.
Evidence-led guides on what actually affects discoverability in AI search, what remains unproven, and how to measure the difference.
A transparent remediation example from one of our own ventures, including what changed and what the score still did not prove.
A cited page, a named brand and a recommended provider are three different outcomes. Measure them separately.
The correlation is strong, the caveat matters, and “mentions are the new backlinks” is still too simplistic.
AI visibility is how often and how accurately a business appears when people use AI assistants such as ChatGPT, Google AI, Copilot and Gemini to research a category, compare providers or ask for recommendations. It is not a fixed ranking position: outputs are probabilistic, vary by prompt and mode, and should be measured as a rate across repeated tests.
Every question is asked many times, not once. Research by SparkToro across roughly 2,961 prompt runs found less than a 1-in-100 chance that ChatGPT or Google AI return the same list of brands on two runs of an identical question. A single test is therefore close to meaningless. We run each question repeatedly from logged-out sessions with memory disabled, record the assistant mode, timestamp every run, and report the result as a citation rate with a range rather than a yes or a no.
There is rarely one cause. Common problems include critical information that some crawlers cannot retrieve reliably, unclear or inconsistent entity details, content that does not answer the questions buyers ask, weak external brand presence, or simply insufficient relevance for the specific prompt. Because assistant outputs vary, one failed test is not enough evidence to diagnose invisibility.
They overlap substantially. Google describes GEO and AEO as still being SEO for its generative search features, because crawlability, indexing, useful content, reputation and page quality still matter. The measurement differs: traditional SEO tracks rankings and clicks, while AI visibility also tracks whether a brand is mentioned, cited or recommended across repeated assistant responses.
There is no switch that guarantees a ChatGPT recommendation. Start by making the site crawlable and the business identity clear, answer the buyer questions that matter, keep names and facts consistent across profiles, and build genuine brand presence beyond your own domain. Then measure the same buyer questions repeatedly to see whether recommendation frequency changes.
An assessment of how AI systems currently interpret the business, identification of the structural, semantic and credibility gaps blocking eligibility, an AI Visibility Readiness verdict, and a prioritized list of what to fix and in what order.
Visible2 publishes its prices. The AI Visibility Scan is free. The AI Visibility Setup, which installs the technical and entity foundations identified by the scan, is 495 US dollars. The AI Visibility Roadmap, which measures actual assistant visibility and includes the Setup, is 1,195 US dollars. The AI Visibility Fix, which implements the Roadmap findings, is 3,450 US dollars. Ongoing AI Visibility Monitoring is 179 US dollars per month and can be stopped at any time. A 45-minute recorded review call is an optional 195 US dollars. Each service is priced separately, with no retainer and no minimum term. The Roadmap includes everything in the Setup, so nobody pays for the same work twice.
Measurement works on any platform. The free AI Visibility Scan, the AI Visibility Roadmap and ongoing Monitoring read your site the way a crawler does, so the platform makes no difference to any of them. Implementation is different: the AI Visibility Setup and the AI Visibility Fix are carried out directly on WordPress, because that is where we can do the work ourselves rather than hand you a list of instructions and hope. On other platforms we supply the exact changes and where they go, and quote separately if you want us to make them.
Structural changes can be made in days, but AI systems re-crawl and re-interpret on their own schedule, so visible change typically appears over weeks rather than days. Anyone guaranteeing a specific placement in a named AI assistant by a specific date is guaranteeing something they do not control.
A free AI visibility scan checks whether your website gives AI systems enough clear, machine-readable and corroborated information to understand your business. Visible2 checks machine readability, entity definition, name consistency, crawler access, corroboration readiness and answerability, then shows the complete findings and priority fixes.
The Visible2 free AI visibility report includes your readiness score, the crawler-view of your homepage, every technical and entity check we ran, the highest-priority issues, the evidence behind each finding and practical actions to improve them. The report is not a claim that an AI assistant currently recommends you; it measures whether your site is ready to be understood and considered.
Yes. The Visible2 AI Visibility Scan is free to run. You see the complete on-screen findings without a credit card or account. You can choose to receive the report by email, but the result itself is not hidden behind a paid tier.
No. The free scan measures readiness by reading your website as a crawler does. Directly measuring whether ChatGPT, Google AI, Copilot or other assistants mention a business requires repeated prompts because individual AI answers vary. Visible2 measures that separately in the AI Visibility Roadmap and reports citation rates rather than one-off screenshots.
AI readiness asks whether an assistant can understand, verify and describe your business from the information available. AI visibility asks whether assistants actually mention, cite or recommend you for relevant buyer questions. The Visible2 Free AI Visibility Scan measures readiness. The Roadmap measures observed visibility through repeated testing.
Generative Engine Optimization, or GEO, is a term for work intended to improve how content appears in generative search and AI-generated answers. Google says GEO and AEO are still SEO from its perspective, so useful GEO should strengthen the same fundamentals: crawlability, unique content, clear entities, trustworthy evidence and measurement rather than AI-only hacks.
AI SEO is the practical overlap between search optimization and AI visibility: making content crawlable and useful, defining the business clearly, publishing non-commodity answers, earning corroboration and measuring whether AI systems actually surface the business. It extends SEO rather than replacing it.
Start by separating readiness from observed visibility. A readiness scan checks whether your website can be crawled, understood and attributed correctly. Observed visibility requires repeated testing of the unbranded questions buyers ask, because one AI response is not stable enough to support a conclusion.
An AI visibility checker is a tool that assesses whether a website contains the technical, entity and content signals needed for AI systems to understand it. A useful checker should show its evidence, say what it did not test, and avoid presenting website readiness as proof that ChatGPT or another assistant currently recommends the business.
The scan is the automated assessment. The report is the documented output: the score, evidence, passed checks, blockers and recommended actions. Neither should be confused with measured AI visibility, which requires repeated testing of real buyer questions across assistants.
Visible2 was founded by Jennifer McShane Bary. She has extensive experience building and operating businesses across multiple industries and brings a commercial rather than theoretical approach to AI visibility. Visible2 is an independent consultancy and is not affiliated with similarly named brands in telecom, health, or clinical research.
One field, about ten seconds, and the whole result on this page. No email address, no call, no card.
Visible2 is not affiliated with similarly named brands in telecom, health, or clinical research. Visible2 is an independent consultancy.