Budget Switcher
AI recommendation signal analysis across 69 domains for the Budget Switcher persona in Homeowners 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 Budget Switcher questions. Pick a model for each column. Lists are short by nature: a model issues only a handful of searches per question.
- best homeowners insurance companies online quotes customer satisfaction discounts bundling digital claims 2026
- J.D. Power 2025 U.S. Home Insurance Study homeowners insurance satisfaction
- AM Best homeowners insurance financial strength State Farm Allstate USAA Amica Lemonade Hippo Erie Nationwide Travelers
- top homeowners insurance companies easy online quotes comparison
- best homeowners insurance companies 2026 reviews
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 |
|---|---|---|
| am best homeowners insurance financial strength state farm allstate usaa amica lemonade hippo erie nationwide travelers | 1 | GPT 5.5 |
| best homeowners insurance companies 2025 compare quotes save money | 1 | DeepSeek V4 Pro |
| best homeowners insurance companies 2026 affordable quotes | 1 | Claude Haiku 4.5 |
| best homeowners insurance companies 2026 reviews | 1 | Gemini 3.5 Flash |
| best homeowners insurance companies online quotes customer satisfaction discounts bundling digital claims 2026 | 1 | GPT 5.5 |
| best homeowners insurance companies to switch 2026 discounts bundling | 1 | Claude Sonnet 5 |
| best homeowners insurance quote comparison websites online 2026 | 1 | Claude Sonnet 5 |
| cheapest homeowners insurance companies 2025 online quotes no phone call | 1 | DeepSeek V4 Pro |
| cheapest homeowners insurance transparent quotes bundling deductibles | 1 | Claude Haiku 4.5 |
| homeowners insurance comparison websites transparent quotes 2025 | 1 | DeepSeek V4 Pro |
| homeowners insurance online quotes easy switching discounts | 1 | Claude Haiku 4.5 |
| j.d. power 2025 u.s. home insurance study homeowners insurance satisfaction | 1 | GPT 5.5 |
| top homeowners insurance companies easy online quotes comparison | 1 | Gemini 3.5 Flash |