SEOgirl

Built by Ameneh Saeednia · Research tool

Query Fan-out Explorer

I built Query Fan-out Explorer to record the searches Gemini reports and the sources it cites with Google Search grounding. I used saved runs to compare query wording, source overlap and local context.

Launch appView source on GitHub

What I used it for

I requested three consecutive runs of four outdoor-gear questions using Query Fan-out Explorer, Gemini and Google Search grounding, with Canada and English context. Eleven of twelve requested runs returned results on October 28, 2026. The report records 33 searches and 167 citations. Queries were compared by exact wording after ignoring case and punctuation; cited pages were grouped by site, and site overlap was averaged across pairs of runs.

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Same Question, Different Searches

Using my Query Fan-out Explorer to examine how reported searches and cited sites change when the same outdoor-gear questions are repeated.

Explore the findings and download the PDF