Are certified pre owned warranty coverage plans actually worth the extra money compared to buying a standard used car and getting a third party warranty?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are certified pre owned warranty coverage plans actually worth the extra money compared to buying a standard used car and getting a third party warranty?
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
manufacturer certified pre-owned warranty coverage compared with third party vehicle service contracts consumer advice FTC warranty guide Google ↗
FTC auto service contracts extended warranties exclusions repair authorization consumer advice Google ↗
- Certified Pre-Owned Cars vs. Used Cars With Warranties · edmunds.com
- Auto Warranties and Auto Service Contracts · consumer.ftc.gov
- What is an extended warranty or vehicle service contract? · consumerfinance.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
manufacturer certified pre-owned warranty coverage compared with third party vehicle service contracts consumer advice FTC warranty guide OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
FTC auto service contracts extended warranties exclusions repair authorization consumer advice OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |