Measure How Your Brand Appears in AI Search
Practical experiments examining how brands, products and websites appear in AI-generated answers. These tests explore recommendation variability, mentions, citations and share of voice across repeated searches.
Checking whether a business appears in an AI-generated response sounds straightforward: The problem is that one response may not represent the wider pattern. In my ten-run Google AI Mode experiment, I submitted exactly the same product-selection query ten times. Six different products appeared, four occupied first place, and only one was recommended in every response. … Read more
I tested three versions of the same Google AI Mode search to see how customer context and practical requirements changed the products recommended. The results show why choosing commercially meaningful prompts is essential for useful AI visibility monitoring.
I ran the same product search through Google AI Mode ten times to see whether its recommendations remained consistent. Six different products appeared, four occupied first place, and only one was recommended every time.