Real ChatGPT answer · index seedIyTkzXwPRv4completeAutomotive · car reliability and safetyinformational
Is it worth paying extra for manufacturer certified preowned coverage versus buying an extended third party warranty on used business sedans
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it worth paying extra for manufacturer certified preowned coverage versus buying an extended third party warranty on used business sedans
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). 1 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 manufacturer certified pre-owned warranty programs BMW Mercedes-Benz Lexus Audi coverage terms official Google ↗
manufacturer certified pre-owned warranty coverage comparison third party extended vehicle service contract exclusions claims 2026 Google ↗
- Mercedes-Benz CPO Extended Limited Warranty · mbusa.com
- Certified Pre-Owned Cars vs. Used Cars With Warranties · edmunds.com
- Certified Pre-Owned · faq.bmwusa.com
- Certified pre-owned · audiusa.com
- CALIFORNIA DEPARTMENT OF INSURANCE INSURANCE COMMISSIONER RICARDO LARAVehicle Service Contract Extended Warranties & Other Repair Agreements · insurance.ca.gov
- Certified Pre-Owned vs. Extended Warranty (2026) · consumeraffairs.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 manufacturer certified pre-owned warranty programs BMW Mercedes-Benz Lexus Audi coverage terms official OBSERVED | Google ↗ AI Mode ↗ | — | Definition | — | — | 1x of 1 | |
manufacturer certified pre-owned warranty coverage comparison third party extended vehicle service contract exclusions claims 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |