We need to switch our roadside assistance because Liberty Mutual left us stranded for four hours with three kids in the car, so which insurer has the most reliable claims process for emergency towing right now
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to switch our roadside assistance because Liberty Mutual left us stranded for four hours with three kids in the car, so which insurer has the most reliable claims process for emergency towing right now
2 real searches · 1 real-search pass
2026 best auto insurers roadside assistance towing dispatch reliability claims satisfaction Florida J.D. Power NAIC complaintsGoogle ↗
OBSERVEDComparison
Florida auto insurance roadside assistance towing coverage reimbursement State Farm GEICO Progressive AAA Allstate officialGoogle ↗
OBSERVEDComparison
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 best auto insurers roadside assistance towing dispatch reliability claims satisfaction Florida J.D. Power NAIC complaints Google ↗
Florida auto insurance roadside assistance towing coverage reimbursement State Farm GEICO Progressive AAA Allstate official Google ↗
- J.D. Power’s best and worst auto insurance companies for 2026 · insurance.com
- Best car insurance companies for claims in 2026 · insurance.com
- Does Car Insurance Cover Towing? · ace.aaa.com
- Personal Automobile Insurance Overview | Consumer Services · myfloridacfo.com
- Florida Department of Financial Services · myfloridacfo.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 best auto insurers roadside assistance towing dispatch reliability claims satisfaction Florida J.D. Power NAIC complaints OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Florida auto insurance roadside assistance towing coverage reimbursement State Farm GEICO Progressive AAA Allstate official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |