We Built a Page for an AI Search Query — Then Tested What It Took for AI Mode to Cite It

We published a page specifically designed to answer a question we had already tested in Google AI Mode. Google Search Console confirmed that the page was indexed within roughly ten minutes of our indexing request. We then repeated the original query ten times. AI Mode did not cite the page once. We made the user’s … Read more

Would AI Mode Find the Dental Practice With the Strongest Evidence? A Five-Run Test

Before running this experiment, we identified Clarendon Dental Spa as the Leeds practice whose website appeared to match a detailed customer requirement most completely. We then submitted the same query to Google AI Mode five times. Clarendon was recommended in every response. It ranked first three times and second twice. This does not prove that … Read more

The Scenario Suitability Test: Ask AI Whether Your Business Fits a Customer’s Needs

An unbranded AI visibility test asks whether Google independently recommends your business for a particular customer need. But what if the business does not appear? That result alone cannot tell you whether Google lacks information about the business, misunderstands its offer or can recognise its suitability when prompted but chooses other businesses in an unbranded … Read more

You Don’t Need to Discover Every AI Search Query: Test Customer-Need Themes Instead

Businesses cannot currently obtain a reliable list of every long conversational question people ask in Google AI Mode. Fortunately, they may not need one. AI visibility can be tested around commercially important customer needs rather than exact long-tail queries. The aim is not to predict every sentence a potential customer might type. It is to … Read more

Why Did Google Choose So Few Birmingham Accountants? The AI Recommendation Candidate Pool

When someone asks Google to recommend a business, how many businesses is it really choosing between? We explored that question by giving Google AI Mode a detailed request for an accountancy firm: I run a small manufacturing company in Birmingham with 25 employees. I need an accountancy firm to handle year-end accounts, corporation tax, payroll … Read more

Google AI Mode vs ChatGPT: I Asked the Same Buying Question Five Times

If a business appears regularly in AI recommendations, does that mean it is being positioned equally strongly across different AI platforms? I tested this by asking Google AI Mode and ChatGPT exactly the same buying question five times each. The clearest result was this: Firm Google recommended Google ranked first ChatGPT recommended ChatGPT ranked first … Read more

I Asked Google AI Mode the Same Buying Question Five Ways — The Recommendations Changed

If a business tracks one carefully chosen AI search prompt, how much does that result tell us about its visibility for the wider customer need? I tested this by taking one commercially specific accountancy scenario and expressing it five different ways. The customer did not change. The location did not change. The services required did … Read more

I Compared AI Citations With Recommendations Across 10 Google AI Mode Searches

If a business’s website is cited in an AI-generated answer, does that mean the business is actually being recommended? I tested this by running the same commercially focused accountancy query through Google AI Mode ten times. The relationship turned out to be surprisingly one-sided. 29 of the 30 recommendation positions included the recommended firm’s own … Read more

The RAMP Framework: Measuring the Commercial Value of AI Visibility

Most AI visibility measurement begins with a simple question: Does the brand appear? That is useful, but commercially there is an earlier question: Was this a search where appearing actually mattered? A business can be highly visible in AI-generated answers without that visibility necessarily creating much commercial opportunity. That led me to think about a … Read more