Is Travelers better than Liberty Mutual for lowering premiums after an energy efficient roof remodel since my contractor finishes up in a few hours.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is Travelers better than Liberty Mutual for lowering premiums after an energy efficient roof remodel since my contractor finishes up in a few hours.
3 real searches · 1 real-search pass
Travelers homeowners insurance roof discount energy efficient roof premium discount official 2026Google ↗
OBSERVEDComparison
Liberty Mutual homeowners insurance roof discount energy efficient roof premium discount official 2026Google ↗
OBSERVEDComparison
Travelers Liberty Mutual homeowners insurance roof discounts roof replacement comparisonGoogle ↗
OBSERVEDComparison
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 (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Travelers homeowners insurance roof discount energy efficient roof premium discount official 2026 Google ↗
Liberty Mutual homeowners insurance roof discount energy efficient roof premium discount official 2026 Google ↗
Travelers Liberty Mutual homeowners insurance roof discounts roof replacement comparison Google ↗
- Home Insurance Discounts & Savings · travelers.com
- Home Insurance Discounts | Get a Quote · libertymutual.com
- Climate Products & Services · sustainability.travelers.com
- Roofs & Home Insurance · libertymutual.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Travelers homeowners insurance roof discount energy efficient roof premium discount official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Liberty Mutual homeowners insurance roof discount energy efficient roof premium discount official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Travelers Liberty Mutual homeowners insurance roof discounts roof replacement comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |