Knowing ChatGPT mentions your company helps. Knowing whether the answer gives a customer a convincing reason to consider you is more valuable. A dashboard cannot make that reason exist.
Lighthouse PR has signed up for Businesses in ChatGPT, OpenAI’s new beta launched on 10 November 2026. We are bringing this development into our AI visibility work for Romanian businesses: interpreting available evidence, identifying gaps, and building the communication needed to address them.
Our position is straightforward. Better measurement should lead to better decisions. The commercial value lies in what changes after the report.
First-party data changes what a visibility report can tell you.After verification,
Business Hub lets eligible companies claim their business, maintain information, and access aggregated insights. OpenAI’s launch announcement identifies business mentions, website clicks, and discovery topics: themes tied to conversations where the business’s website is cited. It does not give businesses access to people’s private conversations.
The metric definitions matter. For an online business, a mention counts when ChatGPT references its website; the company’s name alone does not count. Website clicks count click-throughs to the website. These figures should not be presented as a complete measure of every occasion someone encounters the brand.
There are reporting limits too. OpenAI describes a 28-day reporting window and warns that counts may be incomplete. A blank field can reflect a threshold, ongoing collection, or unavailable reporting. It does not necessarily mean zero activity. Discovery topics are grouped themes, not individual prompts or a direct measure of buying intent.
A responsible report explains those boundaries before drawing conclusions. A number becomes useful when leadership understands what it measures and which decision it can support.
Counting mentions is no longer enough.
Testing selected questions can show how an AI platform responds under specified conditions. It cannot, by itself, establish how often real customers asked those questions or how many people saw the answers. First-party reporting adds evidence from the platform’s own recorded activity.
Our assessment is that this raises the standard for independent visibility services. A report based mainly on mention totals must now explain what it adds beyond what businesses can obtain directly. The argument for specialist support needs to rest on interpretation and action.
The two approaches answer different questions. Recorded activity helps establish what happened within the platform’s reporting scope. Controlled testing examines how a business appears in defined buying situations, including questions its own reporting may explain little. Neither should be presented as a substitute for the other.
Lighthouse PR’s AI visibility and GEO expertise connect those findings with commercial priorities. GEO, or generative engine optimization, helps only when it improves the evidence and clarity available to people considering the business.
ChatGPT is one part of the customer decision.
Business Hub’s published scope concerns a company’s presence within ChatGPT. It does not compare the company against competitors across ChatGPT, Gemini, Claude, and Perplexity. It does not replace an independent examination of what those services say in response to the same commercially relevant questions.
For Romanian businesses, that comparison also needs local judgement. Romanian and English questions can produce different descriptions of the same organization. A regional buyer assessing a Romanian supplier may need evidence that a general company description does not provide.
Our market expertise helps determine which questions deserve attention. We examine the named alternatives, the qualities associated with each business, and the sources cited. Findings should record the question, language, platform, and date so the client can assess the comparison rather than accept an unexplained score.
Those results are observations from defined tests. They are not a census of customer conversations or proof that every user receives the same answer.
Independent credibility gives the answer substance.
A company can describe itself as experienced, trusted, and internationally connected. Those words become more persuasive when a reader can verify them. Relevant independent reporting, documented credentials, and properly substantiated client evidence give the claim something to stand on.
This is where media relations and corporate communication contribute. Expertise needs to be explained in terms that matter to the intended audience. Claims need evidence. Coverage must earn its place through a worthwhile story, not by repeating promotional language under a different heading.
We believe earned third-party credibility is central to closing the gap between visibility and earning consideration. It must sit alongside accurate company information and a website that makes supporting evidence accessible. It is not a way to buy an AI recommendation.
An independent article is also not a guaranteed ranking signal. Its value depends on relevance, substance, and credibility. We build communication that can withstand scrutiny from a customer, journalist, or procurement team, whatever an AI platform subsequently chooses to cite.
What Lighthouse PR offers clients.
We start by assessing how the business is represented and whether its public evidence supports the position it wants to occupy. Where access is available and authorized, Business Hub insights can inform that assessment. Clients retain control of their accounts; access and reporting must follow OpenAI’s terms.
We then turn the findings into a communication program. That may mean correcting inconsistent descriptions, clarifying service capabilities, developing substantive expert commentary, or pursuing relevant independent coverage. The activity follows the identified weakness. Publishing more content is not an objective in itself.
Through integrated communication, the program connects the website, leadership voice, and external coverage. Reporting should distinguish an observed change in AI answers from a verified website visit or a qualified enquiry. Attribution needs evidence; several measures moving together do not prove one caused the other.
Participation does not buy preference.
OpenAI’s terms explicitly state that participation does not guarantee placement, ranking, visibility, or commercial results and does not entitle a business to preferential treatment elsewhere in its services. Lighthouse PR’s sign-up should be understood on that basis.
The opportunity is to work with better information and respond more intelligently. Our senior team helps clients identify where visibility is weak, what the evidence fails to establish, and which communication work has a defensible purpose.
Contact Anamaria Gardiner to discuss an AI visibility and credibility assessment for your business. The question is no longer simply how often your name appears. It is whether the available evidence gives the next customer a reason to take you seriously.
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About the Author
Ana Maria Gardiner is a senior communications executive, board-level adviser, and founder of Lighthouse PR. With extensive experience advising multinational organizations and leadership teams, she brings expertise in corporate reputation, public relations, marketing communications, crisis management, and high-stakes communications.
Throughout her career, Ana Maria has led and implemented communications strategies for organizations including JPMorgan, Coca-Cola, ExxonMobil, Siemens Energy, HEINEKEN, Carrefour, Lexus, Franklin Templeton, BNP Paribas, Sungrow, XTB, Bitget, EssilorLuxottica, and Pfizer. Her experience spans the Middle East, North Africa, and Central and Eastern Europe, across a broad range of industries and business environments.
She works closely with senior executives and board-level decision-makers, advising Lighthouse PR clients on reputation management, strategic positioning, communications risk management, and developing responses to sensitive situations and crises.
Ana Maria holds a bachelor’s degree in Political Science and a master’s degree in European Affairs.
About Lighthouse PR
Lighthouse PR is an independent public relations and strategic communications consultancy headquartered in Bucharest, working with organizations across Romania, Central Europe, and South-Eastern Europe. The agency provides senior-led counsel to companies operating in financial services, energy, manufacturing, technology and cybersecurity, transport and logistics, retail, and FMCG.
Its portfolio of services includes media relations, corporate communications, reputation management, crisis communications, crisis preparedness and response, stakeholder and investor communications, social media and influencer management, B2B communications, risk assessments, business continuity planning, resilience framework development, media buying, corporate events, and SEO and website design services.
Lighthouse PR holds ISO 9001 and ISO 27001 certifications and is the exclusive representative for Romania and the Republic of Moldova of Eurocom Worldwide and Crisis Communication Network Europe, two international networks that strengthen the agency’s capacity to manage communications projects and crises with regional and international dimensions.
Through its consultancy model, Lighthouse PR places senior expertise at the heart of every client relationship, from strategy development and reputation management to implementing communications programs and coordinating responses in sensitive situations.
Lighthouse PR: Clear. Concise. Convincing.
