Content Similarity
Fan Out Queries
Overview
When someone searches, Google doesn’t evaluate just that one query. It expands the search into a set of related questions before deciding what sources to show.
That expansion is one of the main reasons brands fail to appear in AI answers, even when they rank well.
The Fan Out Queries module reveals those related questions so marketing teams can see how Google actually evaluates a topic, understand why certain brands appear in AI results, and identify the questions their content still needs to address.
Problems Solved
Rankings don’t explain AI visibility: A page can rank well but still never appear in AI answers.
Google’s reasoning is hard to see: Most teams only see the final search result, not the related questions Google evaluates behind the scenes.
Content gaps are easy to miss: If your content doesn’t address the broader set of questions tied to a topic, competitors are more likely to be cited.
What You Actually Do With The Tool
- Run a search query: Enter a search query into the module.
- Review the expanded questions: The tool shows the related questions Google expands the search into. For example, a search for “best mattress for back pain” may expand into questions about mattress firmness, materials, or medical recommendations.
- See who appears: Identify which publishers or brands appear across those questions.
- Spot missing coverage: Quickly see which related questions your content doesn’t address.
- Prioritize new content: Use the expanded question set to decide what content to create next.
Demo
Results
Teams using Fan Out Queries often report:
- What typically takes 1 hour of manual research can be done in minutes.
- Faster identification of the related questions their content doesn’t address.
- Less time spent manually testing prompts or searches.
- Clearer prioritization of what content to create next.
The module helps explain why certain brands appear in AI answers while others do not.
Why Clients Are Excited
For many teams, AI search still feels difficult to diagnose.
Fan Out Queries shows the related questions Google evaluates when deciding what sources to surface. Instead of guessing what Google expects an authoritative source to cover, teams can see the questions driving visibility and decide how to fill the gaps.





