Ask an AI tool about your business and it may produce an accurate description. Ask which companies can solve a particular problem and your name may disappear. Those answers reveal different things: the first tests whether a system can discuss a company when someone supplies its name; the second tests whether the company appears during discovery.
Build questions around buying decisions
Start with the questions your team hears before a sale, using the language buyers use before they know your preferred product terminology. A specialist equipment company might test questions about selecting a system, comparing alternatives, installation constraints, evidence, and maintenance. Separate brand questions from category questions so a combined score does not make discovery performance look stronger than it is.
Choose a manageable, fixed set. Twenty or twenty-five questions can be a useful starting point if they represent the real market; the number itself has no special ranking significance.
Record observations, not just screenshots
For each test, record the exact prompt, date, tool, relevant mode or settings, and location or account context. Save the answer and cited sources. Separately note whether your brand was mentioned, your website was cited, and the description was accurate. A mention with the wrong service differs from a relevant recommendation, and a citation differs from either. Outputs can vary, so one favorable answer is not proof the business appears consistently.
Use gaps to guide useful content
If competitors appear, examine the cited evidence and your own website through the buyer’s question. Can visitors find a direct service explanation? Are claims supported? Does the site explain fit, limitations, and relationships with manufacturers or partners? A comparison guide, process explanation, or product-evidence page may help buyers more than another broad promotional article. These are content decisions, not a guarantee of recommendation.
Keep platform guidance in scope
For Google AI Overviews and AI Mode, Google says the usual SEO foundations still apply and special AI markup is not required. A page must be indexed and eligible for a search snippet to qualify as a supporting link, and inclusion is not guaranteed. This guidance applies to Google’s features, not every AI platform. Repeat the same question set after publishing and a reasonable observation period; compare mentions, citations, accuracy, sources, identifiable referrals, and inquiries while recognizing that attribution is incomplete.
Want a baseline tied to your customers’ actual questions? Explore AI visibility services or talk with RID Marketing.