How much does adding roadside assistance actually increase a standard auto insurance quote across different major providers
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much does adding roadside assistance actually increase a standard auto insurance quote across different major providers
3 real searches · 1 real-search pass
2026 auto insurer roadside assistance coverage cost GEICO State Farm Progressive Allstate Nationwide official pricingGoogle ↗
OBSERVEDShort fact
2026 roadside assistance cost by auto insurance company State Farm GEICO Progressive Allstate Nationwide Farmers per yearGoogle ↗
OBSERVEDShort fact
Florida auto insurance roadside assistance coverage cost major insurers 2026Google ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
2026 auto insurer roadside assistance coverage cost GEICO State Farm Progressive Allstate Nationwide official pricing Google ↗
2026 roadside assistance cost by auto insurance company State Farm GEICO Progressive Allstate Nationwide Farmers per year Google ↗
Florida auto insurance roadside assistance coverage cost major insurers 2026 Google ↗
- Roadside Assistance or AAA: Which should you use? · thezebra.com
- Finding the Best Car Insurance With Roadside Assistance · caranddriver.com
- Roadside Assistance: Do You Need It? · nerdwallet.com
- Roadside Assistance · allstate.com
- Get Roadside Assistance · statefarm.com
- What is Emergency Road Service Insurance? · statefarm.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 auto insurer roadside assistance coverage cost GEICO State Farm Progressive Allstate Nationwide official pricing OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
2026 roadside assistance cost by auto insurance company State Farm GEICO Progressive Allstate Nationwide Farmers per year OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
Florida auto insurance roadside assistance coverage cost major insurers 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |