Are there better alternatives to Allstate if I just want basic roadside help bundled with my liability coverage?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are there better alternatives to Allstate if I just want basic roadside help bundled with my liability coverage?
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
cheap roadside assistance add-on auto insurance liability only GEICO Progressive State Farm Nationwide 2026 Google ↗
Allstate roadside assistance coverage cost compared standalone roadside assistance AAA Better World Club 2026 Google ↗
- 24/7 Roadside Assistance - Get Emergency Roadside Service · geico.com
- Car Insurance Coverages · progressive.com
- Get Roadside Assistance · statefarm.com
- Membership Plans · allstate.com
- AAA Roadside Assistance & Towing Service 24 hours / 7 days · mwg.aaa.com
- Roadside Assistance vs. AAA · bankrate.com
- Roadside assistance: Which companies offer it & how much it costs · carinsurance.com
- Progressive auto insurance · progressive.com
- Roadside Assistance · allstate.com
- State Farm roadside details · statefarm.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
cheap roadside assistance add-on auto insurance liability only GEICO Progressive State Farm Nationwide 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Allstate roadside assistance coverage cost compared standalone roadside assistance AAA Better World Club 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |