Which company is better for my budget between Progressive and Liberty Mutual if I need roadside assistance claims included without extra fees
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which company is better for my budget between Progressive and Liberty Mutual if I need roadside assistance claims included without extra fees
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.
Classifying 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
Progressive auto insurance roadside assistance coverage cost optional add-on 2026 official Google ↗
Liberty Mutual roadside assistance coverage cost optional add-on 2026 official Google ↗
- Roadside Assistance & Trip Interruption Claims · progressive.com
- 24-Hour Roadside Assistance · libertymutual.com
- Customer Disclaimer · agents.libertymutual.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Progressive auto insurance roadside assistance coverage cost optional add-on 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Liberty Mutual roadside assistance coverage cost optional add-on 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |