Real ChatGPT answer · index seedLrBwFxQYKyccompleteAutomotive · car reliability and safetyinformational
which luxury car brands have the lowest average repair and maintenance costs over five years
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
which luxury car brands have the lowest average repair and maintenance costs over five years
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
luxury car brands lowest five-year maintenance repair costs 2026 Lexus Acura Infiniti Lincoln source methodology Google ↗
luxury car brands lowest five-year repair maintenance costs Lexus Acura Infiniti Lincoln 2025 data RepairPal CarEdge Google ↗
- J.D. Power 2025 U.S. Vehicle Dependability Study · jdpower.com
- Cheapest Luxury Cars to Maintain Over 5 Years · ceweb.caredge.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
luxury car brands lowest five-year maintenance repair costs 2026 Lexus Acura Infiniti Lincoln source methodology OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
luxury car brands lowest five-year repair maintenance costs Lexus Acura Infiniti Lincoln 2025 data RepairPal CarEdge OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |