Neutral
AI recommendation signal analysis across 39 domains for the Neutral persona in Auto Insurance.
This report tracks how AI models and search engines recommend companies across 100 industries. If you want the same analysis run specifically against your own site and competitors, get in touch.
Get in touch →How to use this page
See the searches AI runs for itself
When an AI model needs the web to answer, it writes its own search queries. These are those queries, word for word. They show how machines translate buyer questions into searches, so make sure your pages answer the queries the models actually run, not just the ones humans type.
Where the numbers come from
During the LLM runs that used web search, we captured every search query each model issued for this segment's questions. Counts are small by nature: a model typically runs only a handful of these searches per question.
What's on this page
A side-by-side comparison of any two models' queries, and a table of every query with the models that used it.
Compare two models' fanout queries
The exact web searches each model ran while answering Neutral questions. Pick a model for each column. Lists are short by nature: a model issues only a handful of searches per question.
- best car insurance companies 2026 NerdWallet
- best car insurance companies 2026 US News
- best car insurance companies 2026 Forbes Advisor
- J.D. Power 2025 U.S. Auto Insurance Study customer satisfaction
- top car insurance companies websites US News Forbes
- best auto insurance companies 2026
All fanout queries
Every fanout query for this segment, with how many models used it and which ones. Overlap between models means they translated the same buyer question into the same search, a strong signal that ranking for that query matters.
| Query | LLM Count | LLMs |
|---|---|---|
| best auto insurance companies 2026 | 2 | Claude Sonnet 5Gemini 3.5 Flash |
| best car insurance companies 2026 forbes advisor | 1 | GPT 5.5 |
| best car insurance companies 2026 nerdwallet | 1 | GPT 5.5 |
| best car insurance companies 2026 us news | 1 | GPT 5.5 |
| best car insurance comparison websites 2025 | 1 | DeepSeek V4 Pro |
| j.d. power 2025 u.s. auto insurance study customer satisfaction | 1 | GPT 5.5 |
| state farm allstate liberty mutual auto insurance rankings 2026 | 1 | Claude Haiku 4.5 |
| top auto insurance companies 2025 best rated reviews | 1 | DeepSeek V4 Pro |
| top best auto insurance companies 2026 | 1 | Claude Haiku 4.5 |
| top car insurance companies ranked reviews | 1 | Claude Sonnet 5 |
| top car insurance companies websites us news forbes | 1 | Gemini 3.5 Flash |