How do insurance companies like Allstate or Liberty Mutual determine homeowners insurance rates based on the exact address and roof age of a property?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do insurance companies like Allstate or Liberty Mutual determine homeowners insurance rates based on the exact address and roof age of a property?
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
how homeowners insurance companies use exact address roof age property data rating factors Allstate Liberty Mutual roof age underwriting Google ↗
NAIC homeowners insurance rating factors roof age location property characteristics Google ↗
- Property Underwriting Solutions for Insurers · moodys.com
- Residential Property Intelligence · moodys.com
- U.S. Roof Report · verisk.com
- GAO-26-107867, HOMEOWNERS INSURANCE: Premiums Generally Tracked Inflation but Rose More in Disaster-Prone Areas · files.gao.gov
- GAO-26-107867, HOMEOWNERS INSURANCE: Premiums Generally Tracked Inflation but Rose More in Disaster-Prone Areas · gao.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
how homeowners insurance companies use exact address roof age property data rating factors Allstate Liberty Mutual roof age underwriting OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
NAIC homeowners insurance rating factors roof age location property characteristics OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |