My teenage driver used our roadside assistance last week and Liberty Mutual denied the claim saying it was out of their coverage zone, so which car insurance companies have the most transparent and family friendly roadside claims
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My teenage driver used our roadside assistance last week and Liberty Mutual denied the claim saying it was out of their coverage zone, so which car insurance companies have the most transparent and family friendly roadside claims
2 real searches · 1 real-search pass
2026 California auto insurance roadside assistance coverage limits AAA State Farm Progressive GEICO Allstate Nationwide official termsGoogle ↗
OBSERVEDDefinition
roadside assistance reimbursement coverage service area geographic restrictions auto insurance California insurer policy termsGoogle ↗
OBSERVEDDefinition
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). 2 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
2026 California auto insurance roadside assistance coverage limits AAA State Farm Progressive GEICO Allstate Nationwide official terms Google ↗
roadside assistance reimbursement coverage service area geographic restrictions auto insurance California insurer policy terms Google ↗
- 2026 California Consumer Complaint Study · insurance.ca.gov
- AAA Roadside Assistance & Towing Service 24 hours / 7 days · mwg.aaa.com
- Add Family to Your AAA Membership · mwg.aaa.com
- AAA Membership Levels · ace.aaa.com
- Membership Plans · allstate.com
- Emergency Roadside Service (ERS) Reimbursement · geico.com
- Roadside Assistance & Trip Interruption Claims · progressive.com
- Roadside assistance: Which companies offer it & how much it costs · carinsurance.com
- Company Complaint Information · interactive.web.insurance.ca.gov
- So You've Had an Accident, What's Next? · insurance.ca.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 California auto insurance roadside assistance coverage limits AAA State Farm Progressive GEICO Allstate Nationwide official terms OBSERVED | Google ↗ AI Mode ↗ | — | Definition | — | — | 1x of 1 | |
roadside assistance reimbursement coverage service area geographic restrictions auto insurance California insurer policy terms OBSERVED | Google ↗ AI Mode ↗ | — | Definition | — | — | 1x of 1 |