What is the real difference in maintenance costs between a certified pre-owned car and a regular used car with no warranty?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the real difference in maintenance costs between a certified pre-owned car and a regular used car with no 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
certified pre-owned car warranty coverage inspection maintenance costs difference regular used car FTC warranty guide CPO Google ↗
average annual car maintenance repair costs AAA 2025 vehicle ownership maintenance repairs Google ↗
- AAA YOUR DRIVING COSTS 2025 · newsroom.aaa.com
- Breaking Down the Cost of Car Ownership · aaa.com
- Used Car and Certified Pre-Owned CPO Warranties · consumerreports.org
- Auto Warranties and Auto Service Contracts · consumer.ftc.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
certified pre-owned car warranty coverage inspection maintenance costs difference regular used car FTC warranty guide CPO OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
average annual car maintenance repair costs AAA 2025 vehicle ownership maintenance repairs OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |