visibian.HQ

ResearchUpdated 30 Oct 2026

Research.

What we learn about how AI reads the web and how assistants describe and recommend brands, published with the method and the sources set out in full.

City lights of North America under Earth's airglow, from the International Space Station above North Dakota, 10 January 2024. Photo: NASA.

Our own numbers

Questions we put to the assistants ourselves, in the same words each time, so one period can be read against the next.

Totals, never accounts

Where figures come from customer data, they are totals no one can trace back to a customer, as our principles promise.

Other people's studies

Published research, each figure with its author, date and link, and a note where a method is thin.