Are extended bumper-to-bumper warranties on new trucks a smart financial safety net or just a waste of money for someone watching every dollar?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are extended bumper-to-bumper warranties on new trucks a smart financial safety net or just a waste of money for someone watching every dollar?
2 real searches · 1 real-search pass
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
FTC vehicle service contracts extended auto warranties exclusions manufacturer warranty consumer advice Google ↗
Consumer Reports extended car warranty worth it vehicle service contract advice Google ↗
- Auto Warranties and Auto Service Contracts · consumer.ftc.gov
- Extended Warranties and Service Contracts · consumer.ftc.gov
- What is an extended warranty or vehicle service contract? · consumerfinance.gov
- What are the differences between a manufacturer’s warranty and an extended vehicle warranty or service contract? · consumerfinance.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
FTC vehicle service contracts extended auto warranties exclusions manufacturer warranty consumer advice OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Consumer Reports extended car warranty worth it vehicle service contract advice OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |