Adding a teenage driver to our family business auto policy is pricing us out, so what are the best discounts available right now?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Adding a teenage driver to our family business auto policy is pricing us out, so what are the best discounts available right now?
2 real searches · 1 real-search pass
2026 best commercial auto insurance discounts teenage driver good student driver training telematics commercial auto policy family businessGoogle ↗
OBSERVEDComparison
commercial auto insurance discounts youthful driver good student defensive driving telematics business auto insurance 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 (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 commercial auto insurance discounts teenage driver good student driver training telematics commercial auto policy family business Google ↗
commercial auto insurance discounts youthful driver good student defensive driving telematics business auto insurance 2026 Google ↗
- Car Insurance Discounts - Save Money on Auto Insurance · geico.com
- APPENDIX II - DISCOUNTS None | APPENDIX II - DISCOUNTS | | | | | | --- | --- | --- | --- | --- | --- | --- | --- APPENDIX II - DISCOUNTS | | | | Anti-theft Devices | | | APPENDIX II - DISCOUNTS INSURANCE COMPANY | Accident Free (Careful Driver) Discount Offered | *Accident Prevention Course (e.g. Defensive Driving) Discount Offered | Alarm Only Discount Offered | Active Disabling Device Discount Offered | Passive Disabling Device Discount Offered | *Electronic Tracking Device (e.g. LoJack) Disco · dfs.ny.gov
- Insurance Discounts and Savings · dfs.ny.gov
- Insurance Discounts and Savings · dfs.ny.gov
- Vehicle Insurance Discounts · progressivecommercial.com
- Best Commercial Auto Insurance of 2026 · cnbc.com
- Save on Commercial Auto Insurance · progressivecommercial.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 best commercial auto insurance discounts teenage driver good student driver training telematics commercial auto policy family business OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
commercial auto insurance discounts youthful driver good student defensive driving telematics business auto insurance 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |