How effective are defensive driving courses really at lowering comprehensive and collision auto insurance premiums for drivers with clean records in California?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How effective are defensive driving courses really at lowering comprehensive and collision auto insurance premiums for drivers with clean records in California?
2 real searches · 1 real-search pass
California Department of Insurance mature driver improvement course discount auto insurance comprehensive collision clean driving record defensive driving course discount requirementsGoogle ↗
OBSERVEDComparison
California auto insurance defensive driving course discount clean record comprehensive collision mature driver discount insurer rulesGoogle ↗
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
California Department of Insurance mature driver improvement course discount auto insurance comprehensive collision clean driving record defensive driving course discount requirements Google ↗
California auto insurance defensive driving course discount clean record comprehensive collision mature driver discount insurer rules Google ↗
- California Code of Regulations, Article 3, Section 2632.6 - Discounts | California Code of Regulations · regulations.justia.com
- View Document · govt.westlaw.com
- California Insurance Code section 11628.3 (2025) · california.public.law
- Approved Mature Driver Improvement Programs · dmv.ca.gov
- Find Defensive Driving Discounts & Courses by State · geico.com
- California Insurance Code § 1861.02 (2025) :: 2025 California Code :: U.S. Codes and Statutes :: U.S. Law :: Justia · law.justia.com
- California Code of Regulations, Article 4, Section 2632.12 - Good Driver Discount | California Code of Regulations · regulations.justia.com
- free automobile insurance shopping and comparison resource · insurance.ca.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
California Department of Insurance mature driver improvement course discount auto insurance comprehensive collision clean driving record defensive driving course discount requirements OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
California auto insurance defensive driving course discount clean record comprehensive collision mature driver discount insurer rules OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |