My car broke down on the highway and I am trying to use Liberty Mutual roadside assistance, but the app keeps crashing. What are the current reviews saying about their claim response times and is there a faster phone number to call?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My car broke down on the highway and I am trying to use Liberty Mutual roadside assistance, but the app keeps crashing. What are the current reviews saying about their claim response times and is there a faster phone number to call?
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). 1 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
Liberty Mutual roadside assistance phone number 24 hour 2026 official Google ↗
Liberty Mutual claims customer reviews response time 2026 roadside assistance reviews Google ↗
- Contact Us · libertymutualgroup.com
- Insurance Claims FAQs · libertymutual.com
- Is Liberty Mutual a Good Insurance Company? 2026 Reviews and Ratings · insurify.com
- Liberty Mutual 2026 User Reviews and Ratings · insurify.com
- Liberty Mutual Group | BBB Reviews · bbb.org
- Liberty Mutual Reviews | Read Customer Service Reviews of www.libertymutual.com · trustpilot.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Liberty Mutual roadside assistance phone number 24 hour 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
Liberty Mutual claims customer reviews response time 2026 roadside assistance reviews OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |