Are certified pre-owned vehicles from dealership networks really inspected better than standard used cars or is it just an expensive marketing gimmick to get recent grads to spend more money?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are certified pre-owned vehicles from dealership networks really inspected better than standard used cars or is it just an expensive marketing gimmick to get recent grads to spend more money?
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 programs inspection warranty requirements Toyota Honda Ford CPO official Google ↗
FTC buying a used car certified pre-owned warranty inspection Buyers Guide Google ↗
- Truth About Certified Pre-Owned Cars · consumerreports.org
- Should You Buy a New, Certified Pre-Owned, or Used Car? · consumerreports.org
- Used Car Certification · toyotacertified.com
- Frequently Asked Questions · ford.com
- Buying a Used Car From a Dealer · consumer.ftc.gov
- What to know when buying a used car online · consumer.ftc.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
manufacturer certified pre-owned programs inspection warranty requirements Toyota Honda Ford CPO official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
FTC buying a used car certified pre-owned warranty inspection Buyers Guide OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |