What are the pros and cons of buying a certified pre owned luxury SUV versus purchasing a brand new mid tier model?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the pros and cons of buying a certified pre owned luxury SUV versus purchasing a brand new mid tier model?
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 varies BMW Mercedes Lexus official CPO warranty 2026 Google ↗
new car depreciation first five years luxury SUVs maintenance repair costs comparison 2025 2026 reputable source Google ↗
- A consumption measure for automobiles : Monthly Labor Review : U.S. Bureau of Labor Statistics · bls.gov
- The Top 25 Cars That Hold Their Value Best - and the 25 Worst · iseecars.com
- Car Brands Ranked by Maintenance and Repair Costs Over Time · consumerreports.org
- BMW Certified Pre-Owned (CPO) · bmwusa.com
- L/Certified by Lexus | Certification & Warranty · lexus.com
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 varies BMW Mercedes Lexus official CPO warranty 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
new car depreciation first five years luxury SUVs maintenance repair costs comparison 2025 2026 reputable source OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |