I am reading a Liberty Mutual umbrella insurance review online. Are their customer satisfaction ratings actually good for people under twenty five?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am reading a Liberty Mutual umbrella insurance review online. Are their customer satisfaction ratings actually good for people under twenty five?
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).
Searches and sources
ChatGPT2 real searches · gpt-6
Liberty Mutual customer satisfaction ratings under 25 age group umbrella insurance reviews J.D. Power NAIC complaints 2025 2026 Google ↗
Liberty Mutual umbrella insurance customer reviews young drivers under 25 satisfaction age-specific survey data Google ↗
- How Much is Car Insurance for Teens? · thezebra.com
- Property and Casualty Insurance · theacsi.com
- Liberty Mutual Insurance Review: 4,463+ User Ratings · insurify.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Liberty Mutual customer satisfaction ratings under 25 age group umbrella insurance reviews J.D. Power NAIC complaints 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Liberty Mutual umbrella insurance customer reviews young drivers under 25 satisfaction age-specific survey data OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |