What are the main complaints people have about Liberty Mutual roadside assistance response times during bad weather
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the main complaints people have about Liberty Mutual roadside assistance response times during bad weather
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 long wait response time bad weather complaints reviews snowstorm Google ↗
Liberty Mutual roadside assistance complaints delayed dispatch wait times towing customer reviews Google ↗
- Free LIBERTY MUTUAL GROUP - BOSTON Reviews/Feedback. LIBERTY MUTUAL GROUP - BOSTON Testimonials. Is LIBERTY MUTUAL GROUP · js.trustburn.com
- Liberty Mutual Car Insurance Reviews (From First-hand Experiences) · consumeraffairs.com
- Liberty Mutual Car Insurance Reviews from Real Customers · consumeraffairs.com
- Liberty Mutual Car Insurance Reviews (From First-hand Experiences) · consumeraffairs.com
- 309 Liberty Mutual Customer Complaints – File Yours at HissingKitty · hissingkitty.com
- Liberty Mutual Insurance Reviews and Complaints - Page 4 · complaintsboard.com
- Liberty Mutual Insurance Reviews and Complaints - Page 7 · complaintsboard.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Liberty Mutual roadside assistance long wait response time bad weather complaints reviews snowstorm OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Liberty Mutual roadside assistance complaints delayed dispatch wait times towing customer reviews OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |