Are Liberty Mutual roadside assistance claims handled by third-party contractors or internal employees, and which option leads to shorter wait times on rural highways?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are Liberty Mutual roadside assistance claims handled by third-party contractors or internal employees, and which option leads to shorter wait times on rural highways?
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 service provider network third party contractors dispatch how roadside assistance works Google ↗
Liberty Mutual roadside assistance wait times rural highways contractor internal employees comparison Google ↗
- 24-Hour Roadside Assistance · libertymutual.com
- **** REPRINTED FROM THE FORMS LIBRARY **** · maine.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Liberty Mutual roadside assistance service provider network third party contractors dispatch how roadside assistance works OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Liberty Mutual roadside assistance wait times rural highways contractor internal employees comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |